{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "caterpillar kangaroo table willow_tree mountain bowl  bowl  raccoon bowl  bus   beetle plain motorcycle palm_tree lamp  beaver can   turtle orange cup   wardrobe bridge pine_tree snake cup   orchid fox   woman lizard castle beaver hamster\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "from einops import rearrange\n",
    "\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cc3fa817-b8be-4772-8809-ab82c868cb4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "class CSwinAttention(nn.Module):\n",
    "    def __init__(self, dim, num_heads, window_size, split_size=None):\n",
    "        super(CSwinAttention, self).__init__()\n",
    "        self.dim = dim\n",
    "        self.num_heads = num_heads\n",
    "        self.window_size = window_size\n",
    "        self.split_size = split_size if split_size is not None else window_size\n",
    "\n",
    "        self.qkv = nn.Linear(dim, dim * 3, bias=False)\n",
    "        self.proj = nn.Linear(dim, dim)\n",
    "\n",
    "        self.attention = nn.MultiheadAttention(embed_dim=dim, num_heads=num_heads, batch_first=True)\n",
    "\n",
    "    def forward(self, x):\n",
    "        B, H, W, C = x.shape\n",
    "        x = rearrange(x, 'b h w c -> b (h w) c')\n",
    "        qkv = self.qkv(x).chunk(3, dim=-1)\n",
    "        q, k, v = map(lambda t: rearrange(t, 'b n (h d) -> b h n d', h=self.num_heads), qkv)\n",
    "        \n",
    "        # Window partition\n",
    "        q_windows = q.reshape((B, H // self.window_size, self.window_size, W // self.window_size, self.window_size, -1))\n",
    "        k_windows = k.reshape((B, H // self.window_size, self.window_size, W // self.window_size, self.window_size, -1))\n",
    "        v_windows = v.reshape((B, H // self.window_size, self.window_size, W // self.window_size, self.window_size, -1))\n",
    "\n",
    "        # Attention within each window\n",
    "        attn_output = []\n",
    "        for i in range(H // self.window_size):\n",
    "            for j in range(W // self.window_size):\n",
    "                q_win = q_windows[:, i, :, j, :, :].reshape(B, self.window_size**2, -1)\n",
    "                k_win = k_windows[:, i, :, j, :, :].reshape(B, self.window_size**2, -1)\n",
    "                v_win = v_windows[:, i, :, j, :, :].reshape(B, self.window_size**2, -1)\n",
    "                attn_out, _ = self.attention(q_win, k_win, v_win)\n",
    "                attn_output.append(attn_out.reshape(B, self.window_size, self.window_size, -1))\n",
    "\n",
    "        attn_output = torch.cat([torch.cat(attn_output[i * (W // self.window_size):(i + 1) * (W // self.window_size)], dim=2) for i in range(H // self.window_size)], dim=1)\n",
    "        attn_output = rearrange(attn_output, 'b h w c -> b (h w) c')\n",
    "        attn_output = self.proj(attn_output)\n",
    "        attn_output = rearrange(attn_output, 'b (h w) c -> b h w c', h=H, w=W)\n",
    "        return attn_output\n",
    "\n",
    "class CSwinTransformerBlock(nn.Module):\n",
    "    def __init__(self, dim, num_heads, window_size, mlp_ratio=4.0, dropout=0.0, attention_dropout=0.0):\n",
    "        super(CSwinTransformerBlock, self).__init__()\n",
    "        self.norm1 = nn.LayerNorm(dim)\n",
    "        self.attn = CSwinAttention(dim, num_heads, window_size)\n",
    "        self.norm2 = nn.LayerNorm(dim)\n",
    "        mlp_hidden_dim = int(dim * mlp_ratio)\n",
    "        self.mlp = nn.Sequential(\n",
    "            nn.Linear(dim, mlp_hidden_dim),\n",
    "            nn.GELU(),\n",
    "            nn.Linear(mlp_hidden_dim, dim),\n",
    "            nn.Dropout(dropout)\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = x + self.attn(self.norm1(x))\n",
    "        x = x + self.mlp(self.norm2(x))\n",
    "        return x\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "    self.csblock = CSwinTransformerBlock(\n",
    "        dim = out_channel, num_heads = 16, window_size=4, mlp_ratio=4.0, dropout=0.1\n",
    "    )\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x = x.permute(0, 2, 3, 1)\n",
    "    x = self.csblock(x)\n",
    "    x = x.permute(0, 3, 1, 2)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.0719 Top-1 准确率: 0.2632 Top-5 准确率: 0.5352\n",
      "val 损失: 2.5696 Top-1 准确率: 0.3493 Top-5 准确率: 0.6604\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[32], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\u001b[39;00m\n\u001b[1;32m      2\u001b[0m scheduler \u001b[38;5;241m=\u001b[39m lr_scheduler\u001b[38;5;241m.\u001b[39mStepLR(optimizer, step_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m50\u001b[39m, gamma\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.1\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) \u001b[38;5;241m=\u001b[39m \u001b[43mtrain_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrainloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnet\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcriterion\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscheduler\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_epochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m25\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtestloader\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mtestloader\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/deep-learning/FuTong/chao_kk.py:107\u001b[0m, in \u001b[0;36mtrain_model\u001b[0;34m(trainloader, model, criterion, optimizer, device, scheduler, num_epochs, testloader)\u001b[0m\n\u001b[1;32m    105\u001b[0m     \u001b[38;5;66;03m# 只有在训练阶段反向传播+优化\u001b[39;00m\n\u001b[1;32m    106\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m phase \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 107\u001b[0m         \u001b[43mloss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    108\u001b[0m         optimizer\u001b[38;5;241m.\u001b[39mstep()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;66;03m# 统计\u001b[39;00m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/_tensor.py:487\u001b[0m, in \u001b[0;36mTensor.backward\u001b[0;34m(self, gradient, retain_graph, create_graph, inputs)\u001b[0m\n\u001b[1;32m    477\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function_unary(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    478\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m handle_torch_function(\n\u001b[1;32m    479\u001b[0m         Tensor\u001b[38;5;241m.\u001b[39mbackward,\n\u001b[1;32m    480\u001b[0m         (\u001b[38;5;28mself\u001b[39m,),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    485\u001b[0m         inputs\u001b[38;5;241m=\u001b[39minputs,\n\u001b[1;32m    486\u001b[0m     )\n\u001b[0;32m--> 487\u001b[0m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mautograd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgradient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/autograd/__init__.py:200\u001b[0m, in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)\u001b[0m\n\u001b[1;32m    195\u001b[0m     retain_graph \u001b[38;5;241m=\u001b[39m create_graph\n\u001b[1;32m    197\u001b[0m \u001b[38;5;66;03m# The reason we repeat same the comment below is that\u001b[39;00m\n\u001b[1;32m    198\u001b[0m \u001b[38;5;66;03m# some Python versions print out the first line of a multi-line function\u001b[39;00m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;66;03m# calls in the traceback and some print out the last line\u001b[39;00m\n\u001b[0;32m--> 200\u001b[0m \u001b[43mVariable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execution_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_backward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# Calls into the C++ engine to run the backward pass\u001b[39;49;00m\n\u001b[1;32m    201\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtensors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad_tensors_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    202\u001b[0m \u001b[43m    \u001b[49m\u001b[43mallow_unreachable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccumulate_grad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de27fec9-b423-4c34-801b-cdbd8b900ee8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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ff8zHH39c77YpU6aQl5fH6NGjGzzWbrfTs2dPbrvttgZvv/POOwkNDWXDhg0N3sewYcOOLbyItCjDMFiydwn/XPtPtuRuAaBLSBd+M/w3XHzcxbgcrjbPdLC4nGte+YG9eaVEhwUxNqlLdWE+pHsULqe9zTOJiIjIsbG8QB84cCCpqank5+fz7rvvcvXVV/PNN980WqI315w5c7j//vtb5L5aQnJiNO+s3qN50EVERESOwoQJE1i1atVRHz9z5kxmzpx52H2O5f5FpG2kZqfyxJonWJ21GoBOQZ24Zsg1XDX4KsKCwizJVFbh5YZ/r2Ln/mJ6RIfywU0TiYsMsSSLiIiItBzLC3SXy0X//v0BGDVqFD/88ANPPvkkzz//fL19ExISyMrKqrMtKyuLhISERu9/9uzZdaZ9KSgoIDExsYXSN1/ViUTXpefh8xk6IYyIiIiIiEgT/XTwJ55a8xSL9ywGwGV3cfnxl3Pd0OuIDom2LJfPZ3DrO+tYtfsgESFOXpk+RuW5iIhIgLC8QD+Uz+erM+VKbRMmTGDRokXccsst1dsWLlzY6JzpAMHBwQQH+8/JOgcmRBDstFNQ5mHXgWL6xnayOpKIiIiIiIhfSy9M51+p/+KTHZ9gYOCwOZjafyq/S/4dCeGND6hqKw99voVPfswgyGHj+atGcVx8hNWRREREpIVYWqDPnj2bs88+m169elFYWMiCBQtYvHgxn3/+OQDTpk2jR48ezJkzB4Cbb76Zk08+mUcffZRzzz2XN998k1WrVvHCCy9Y+TSaJchhZ2iPKFbvPsi6PXkq0EVERERERBqxv3Q/L/z4Au/89A4enweAM3ufycwRM+kT1cfidKbXvt/N89/sAOChi4YzsV+MxYlERESkJVlaoGdnZzNt2jQyMjKIiopi+PDhfP7555xxxhkApKWlYbfXnGRl4sSJLFiwgLvvvps777yTAQMG8OGHHzJ06FCrnsJRSe4ZzerdB0lNy+OCET2tjiMiIiIiIuJXCsoLmLdhHq9tfo1STykAE7tP5A8j/8CQrkMsTlfj6y3Z3PufDQD88fTjuHCk3t+JiIgEGksL9Jdffvmwty9evLjetosvvpiLL764lRK1jeTEKABS9+RbnERERERERMR/lHnKeGPLG7y0/iUKygsAGB4znJtH3szYbmMtTlfXhr35zFiwBp8BvxrVkz+c1t/qSCIiItIK/G4O9I5gRGJnADbvK8Dt8RLsdFicSERERERExFof7/iYx1c9TnZpNgD9ovrx+5G/59TEU7HZbBanq2tvXinT5/1ASbmXE/rHMOfCYX6XUURERFqGCnQLJHYJpXNYEAdLKtiSUUhyYrTVkURERERERCwzf+N8/rHqHwB0D+/OTSk38Yu+v8Bh97/BRvmlFUx/ZSU5hW4GJUTwrytHEuSwH/lAERERaZdUoFvAZrORnBjN4q05pKbnqUAXERERaaJvvvmG3/72t4SEhNTZ7vP5OPnkk1m5ciVut7vecUVFRWzcuJEnnniCV199Faez7svg8vJy7rrrLsaPH8/ZZ59NWFhYvfvo06cPH3zwQcs+IRFh3oZ5PLr6UQCmD53OzJSZuBwui1M1rNzj48bXVvNTVhHxkcHMvWYMkSFBVscSERGRVqQC3SLJPc0CfV16ntVRRERERNqN0tJSLr30Uv7yl7/U2b5r1y7uuOMObDYbqamp9Y6bPHkyhmFw8OBBnn76aSZPnlzn9nnz5lFYWEhFRQUTJ05k3rx59e5j/PjxLfdERASAuRvm8vjqxwG4MflGbkq5yeJEjTMMgzve/5Fl2w8Q7nIw95oxdI8OtTqWiIiItDIV6BZJ6RUNQOqePEtziIiIiIiIWOHl9S/zxJonALgp+SZuTLnR2kBH8OSin3l/zV4cdhtPXzGSId2jrI4kIiIibUAFukWSe0YDsCOnmPySCqLC9LU/ERERsZhhQEWJNY8dFAY6AZ9Ih/HS+pd4cs2TANyUchM3Jvt3ef7u6j088eXPAPz1/KGcMjDO4kQiIiLSVlSgW6RLuIteXcJIyy3hx715nDgg1upIIiIi0tFVlMDfu1vz2HfuA1e4NY8tIm3qxR9f5J9r/wnAjJQZ/C75dxYnOryl2/Zzx3s/AnDj5H5cPq6XxYlERESkLelU4RaqOnmo5kEXEREREZGO4IUfX6guz38/4vd+X55vzSzkd6+uxuMzOC+5O386c6DVkURERKSNaQS6hVISo/nvun2kpudbHUVERETEnEblzn3WPbaIBLTn1j3HM6nPAPCHEX/ghuE3WJzo8LIKypj+ykoK3R7GJnXhHxcPx27XVFMiIiIdjQp0C6UkmiedSU3PwzAMbJr3U0RERKxks2kaFRFpFc+ue5Z/pf4LgJtH3sz1w663ONHhFbs9XDvvB/bll9E3JpznrxpFsNNhdSwRERGxgKZwsdCQ7lE47Tb2F7nZl19mdRwREREREZEW92xqTXl+y8hb/L4893h9zFywho37Cuga7mLe9LF0DndZHUtEREQsogLdQiFBDgZ1iwA0D7qIiIiIiASef6X+i3+tM8vzP476I9cNu87iRIdnGAb3fbSRr7fmEBJk56WrR9Orq6aYEhER6chUoFssuWc0YE7jIiIiIiIiEggMw+CZ1Gd4dt2zANw66lauHXqtxamO7Plvd/D6ijRsNnjy0hGM6NXZ6kgiIiJiMRXoFktOjAZUoIuIiIiISGCoKs+fW/ccALeNvo1rhl5jbagm+O+6fTz4vy0A3HPuYKYMSbA4kYiIiPgDnUTUYimVBfr6Pfl4vD6cDn2mISIiItKYqKgoPv74Yz7++ON6t02ZMoW8vDxGjx7d4LF2u52ePXty2223NXj7nXfeSWhoKBs2bGjwPoYNG3Zs4UU6AMMweGrtU7y4/kXALM+vHnK1xamO7Iddudz69joApk9K4toT+licSERERPyFCnSL9YvtRKdgJ0VuD9tyihiUEGl1JBERERG/NWHCBFatWnXUx8+cOZOZM2cedp9juX+RjuzQ8vxPo//EtCHTLE51ZNtzirjh36so9/o4c3A8d5872OpIIiIi4kc03NliDruNYT2iAEhNy7M2jIiIiIiIyFEwDIMn1zxZXZ7fPub2dlGe7y9yM/2VH8grqSA5MZonLx2Bw26zOpaIiIj4ERXofqBqHvR1e/IszSEiIiIiItJchmHwxJoneHnDywDcMfYOrhp8lcWpjqyswsv181eRlltCYpdQXr56NKEuh9WxRERExM9oChc/kFJ9ItF8a4OIiIhIh+Pz+ayOEBD0c5SOyjAMHl/zOK9seAUwy/Mrjr/C4lRH5vUZ3PJmKqnpeUSFBjFv+lhiOgVbHUtERET8kAp0P1BVoP+UVUhJuYcwl/5YREREpHW5XC7sdjv79u0jNjYWl8uFzaZpC5rLMAzKy8vJycnBbrfjcrmsjiTSZgzD4LHVjzFv4zwAZo+dzeXHX25tqCb6+6eb+WxjJi6HnRenjaZfbCerI4mIiIifUlPrBxKiQoiPDCarwM2GvQWM7dPF6kgiIiIS4Ox2O3369CEjI4N9+/ZZHafdCwsLo1evXtjtmiFROgbDMHh01aPM3zQfgDvH3cllgy6zOFXTzFu6k5eX7ATgkYuH6/2XiIiIHJYKdD+R3DOaLzZlsS49Ty/gREREpE24XC569eqFx+PB6/VaHafdcjgcOJ1OjeCXDsMwDB5Z9QivbnoVgLvH3c0lgy6xOFXTfPNTDvd/vAmAP00ZyPkpPSxOJCIiIv5OBbqfSOllFuipOpGoiIiItCGbzUZQUBBBQUFWRxGRdsAwDB7+4WFe2/waAPeMv4dfD/y1xamaxjAMHv5sC4YBvx7dk5sm97M6koiIiLQD+o6pn0jpGQ1AalqepTlEREREREQa0p7Lc4DlOw6wcV8BIUF2Zp99vL41IiIiIk2iAt1PDO0Zhc0Ge/NKySl0Wx1HRERERESkmmEYPPTDQ9Xl+b0T7m1X5TnAS9+Z857/alRPOofrhL8iIiLSNCrQ/URkSFD1md9/1DQuIiIiIiLiJwzD4MGVD/L65tcBuG/CfVx83MUWp2qebdmFfLUlG5sNrjuhr9VxREREpB1Rge5HUhKjAViXnmdpDhERERERkSovrn+RBVsWYMPG/RPv51fH/crqSM328hJz9Pnpx8fTJybc4jQiIiLSnqhA9yPJlQX6WhXoIiIiIiLiB1ZkrOCZ1GcAuHv83Vw44EKLEzXf/iI3763ZC8ANJ2r0uYiIiDSPCnQ/UnUi0XXpeRiGYW0YERERERHp0LJLsrn929vxGT6m9p/a7uY8r/Lq8t2Ue3wk94xiTFJnq+OIiIhIO6MC3Y8M6haBy2mnoMzDrgMlVscREREREZEOyuPzcPu3t5NblsuAzgO4c9ydVkc6KmUVXl77fjcA15/YF5vNZnEiERERaW9UoPuRIIedod0jAUhNP2hxGhERERER6aieWvsUq7NWEx4UzmMnP0aoM9TqSEflg7V7OVBcTo/oUM4emmB1HBEREWmHVKD7meTqE4nmWxtERERERDqcZ555hqSkJEJCQhg3bhwrV65sdN+KigoeeOAB+vXrR0hICMnJyXz22WdtmFZayzfp3zB3w1wA7p94P0lRSdYGOko+n8FL3+0AYPqkJJwOvf0VERGR5tMrCD+TUlmgp+pEoiIiIiLSht566y1mzZrFfffdx5o1a0hOTmbKlClkZ2c3uP/dd9/N888/z1NPPcWmTZv43e9+xwUXXMDatWvbOLm0pL1Fe7lziTldy+WDLmdK0hSLEx29xT9lsz2nmIhgJ5eMSbQ6joiIiLRTKtD9TFWBvmlfAeUen7VhRERERKTDeOyxx7jhhhuYPn06gwcP5rnnniMsLIy5c+c2uP+rr77KnXfeyTnnnEPfvn258cYbOeecc3j00UfbOLm0lHJvObcuvpWC8gKGxQzjttG3WR3pmLz47U4ALhvXi4iQIIvTiIiISHulAt3P9OoSRnRYEOVeH5szCqyOIyIiIiIdQHl5OatXr+b000+v3ma32zn99NNZvnx5g8e43W5CQkLqbAsNDWXJkiWtmlVazyM/PMLGAxuJdEXyj5P/QZCj/ZbOG/bms3zHAZx2G9dMTLI6joiIiLRjKtD9jM1mI7lnNADr9uRZmkVEREREOob9+/fj9XqJj4+vsz0+Pp7MzMwGj5kyZQqPPfYYP//8Mz6fj4ULF/L++++TkZHR6OO43W4KCgrqLOIfPtv5GW9ufROAOSfOoXun7hYnOjZVc5+fO7wb3aPb5wlQRURExD+oQPdDmgddRERERPzdk08+yYABAxg0aBAul4uZM2cyffp07PbG32LMmTOHqKio6iUxUfNS+4Od+Tu5b9l9AFw/7HpO6nmSxYmOTUZ+KR//aH6Qc8OJfS1OIyIiIu2dCnQ/VFWgr1OBLiIiIiJtICYmBofDQVZWVp3tWVlZJCQkNHhMbGwsH374IcXFxezevZstW7bQqVMn+vZtvLCcPXs2+fn51Ut6enqLPg9pvlJPKbMWz6LEU8Lo+NHMSJlhdaRjNm/pLjw+g/F9uzC0R5TVcURERKSdU4Huh4b3NF/kbc8pJr+0wuI0IiIiIhLoXC4Xo0aNYtGiRdXbfD4fixYtYsKECYc9NiQkhB49euDxeHjvvfc4//zzG903ODiYyMjIOotYxzAM/vb939iWt42uIV15+KSHcdqdVsc6JkVuDwtWpgEafS4iIiItQwW6H+raKZjELuY8fev35FucRkREREQ6glmzZvHiiy8yf/58Nm/ezI033khxcTHTp08HYNq0acyePbt6/xUrVvD++++zY8cOvvvuO8466yx8Ph+33367VU9BmumDbR/w0faPsNvsPHLyI8SGxVod6Zi99UM6hWUe+saGc8rAOKvjiIiISABo38MLAlhKYmfSc0tZtyePEwbEWB1HRERERALcJZdcQk5ODvfeey+ZmZmkpKTw2WefVZ9YNC0trc785mVlZdx9993s2LGDTp06cc455/Dqq68SHR1t0TOQ5tiau5W/r/g7ADNTZjImYYzFiY6dx+tj7pKdAFx/Ql/sdpvFiURERCQQqED3U8k9o/jvun2sTcuzOoqIiIiIdBAzZ85k5syZDd62ePHiOusnn3wymzZtaoNU0tIKywuZtXgWbq+bE3ucyHXDrrM6Uov4bGMme/NK6Rru4sKRPayOIyIiIgFCU7j4qaoTiaam52EYhrVhREREREQkIBiGwX3L7iOtMI1u4d34+wl/x25r/28LDcPgxe/M0edXju9NSJDD4kQiIiISKNr/K6UANaR7FA67jf1FbjLyy6yOIyIiIiIiAeD1za+zcPdCnHYn/zj5H0SHRFsdqUWs2n2Qdel5uJx2rprQ2+o4IiIiEkBUoPupUJeDQQkRAKxLz7M2jIiIiIiItHvrctbx6KpHAbht9G0Mjx1ucaKW8+K3OwC4aGQPYjoFW5xGREREAokKdD+WXGsaFxERERERkaOVV5bHbd/chsfwcGbvM7l80OVWR2oxO/cXs3BzFgDXndDX4jQiIiISaFSg+7GUntGACnQRERERETl6PsPH7CWzySzOpHdkb+6feD82m83qWC1m7pKdGAacOiiO/nGdrI4jIiIiAUYFuh9L6RUNwPq9+Xh9OpGoiIiIiIg030vrX2LJ3iUEO4J59ORH6eQKnJL5YHE576xOB+D6E/tYnEZEREQCkQp0P9YvthPhLgcl5V5+zi60Oo6IiIiIiLQzKzNW8kzqMwDcNe4uBnYZaHGilvX6it2UVfgY0j2SCX27Wh1HREREApClBfqcOXMYM2YMERERxMXFMXXqVLZu3XrYY+bNm4fNZquzhISEtFHituWw2xjWMwrQiURFRERERKR5ckpyuP3b2/EZPqb2n8oFAy6wOlKLcnu8zF++G4AbTuwbUNPSiIiIiP+wtED/5ptvmDFjBt9//z0LFy6koqKCM888k+Li4sMeFxkZSUZGRvWye/fuNkrc9mpOJJpvbRAREREREWk3PD4Pf/r2TxwoO8CAzgO4c9ydVkdqcf9J3UdOoZtuUSGcO7yb1XFEREQkQDmtfPDPPvuszvq8efOIi4tj9erVnHTSSY0eZ7PZSEhIaO14fmFEZYGuEegiIiIiItJUT699mtVZqwkPCuexkx8j1BlqdaQWZRgGL3+3E4BrJiYR5NDspCIiItI6/OpVRn6+Ocq6S5cuh92vqKiI3r17k5iYyPnnn8/GjRvbIp4lqkagb80qpLTca20YERERERHxe9+kf8PLG14G4P6J95MUlWRtoFbw7c/72ZpVSLjLwaVje1kdR0RERAKY3xToPp+PW265hUmTJjF06NBG9xs4cCBz587lP//5D6+99ho+n4+JEyeyZ8+eBvd3u90UFBTUWdqThMgQ4iKC8foMNuzTNC4iIiIiItK4vUV7uXOJOV3L5YMuZ0rSFIsTtY6XvtsBwCVjehEVGmRxGhEREQlkflOgz5gxgw0bNvDmm28edr8JEyYwbdo0UlJSOPnkk3n//feJjY3l+eefb3D/OXPmEBUVVb0kJia2RvxWY7PZSNE0LiIiIiIicgTl3nJuW3wbBeUFDIsZxm2jb7M6UqvYnFHAdz/vx26D6ZOSrI4jIiIiAc4vCvSZM2fy8ccf8/XXX9OzZ89mHRsUFMSIESPYtm1bg7fPnj2b/Pz86iU9Pb0lIrepmhOJ5lmaQ0RERERE/Nc/Vv2DDQc2EOmK5B8n/4MgR2COzH6pcu7zs4d1I7FLmMVpREREJNBZWqAbhsHMmTP54IMP+Oqrr+jTp0+z78Pr9bJ+/Xq6dWv4rOvBwcFERkbWWSxjGOBxN/uwFBXoIiIiIiJyGJ/t/Iw3trwBwJwT59C9U3eLE7WOrIIyPlq3F4AbTuxrcRoRERHpCCwt0GfMmMFrr73GggULiIiIIDMzk8zMTEpLS6v3mTZtGrNnz65ef+CBB/jiiy/YsWMHa9as4corr2T37t1cf/31VjyFpsvcAK+cDV/+pdmHDusZhc0Gew6Wsr+o+QW8iIiIiIgErp35O7lv2X0AXD/sek7qeZLFiVrP/GW7qPAajEnqXD3QSERERKQ1WVqgP/vss+Tn5zN58mS6detWvbz11lvV+6SlpZGRkVG9fvDgQW644QaOP/54zjnnHAoKCli2bBmDBw+24ik0XVEWpC2HlS9Azk/NOjQyJIh+sZ0A+HFPXiuEExERERGR9qjUU8qsxbMo8ZQwOn40M1JmWB2p1ZSUe3h9RRoA12v0uYiIiLQRp5UPbhjGEfdZvHhxnfXHH3+cxx9/vJUStaL+p8FxZ8FPn8EXd8EV7zTr8OSe0WzLLiI1LY9TB8W3UkgREREREWlPHlr5ENvyttE1pCsPn/QwTrulb/Fa1Tur9pBfWkFS1zBOP17viURERKRt+MVJRDuMM/8P7EHw8xfw85fNOjQlMQqA1D35rZFMRERERETamY37N/Lez+9hw8bDJz1MbFis1ZFajddn8PIS8+Sh153QB4fdZnEiERER6ShUoLelmP4w7rfm9c9ng7eiyYemJHYGYF16XpNG7ouIiIiISOAyDINHVz8KwC/6/oKx3cZanKh1LdyUSVpuCdFhQfxqVKLVcURERKQDUYHe1k6+HcJiYP9P8MNLTT5sYEIELqed/NIKdh8oacWAIiIiIiLi777b+x0/ZP6Ay+5i5oiZVsdpdS9+Z44+v3Jcb0JdDovTiIiISEeiAr2thUTBqXeb1xfPgeIDTTrM5bQzpHskAKnpea0UTkRERERE/J3H5+GxVY8BcMXgK+jeqbvFiVrXmrSDrN59EJfDzrSJva2OIyIiIh2MCnQrjJwG8cOgLB8W/73JhyX3jAZUoIuIiIiIdGT/2fYftudvJyo4iuuHXW91nFb30nc7ADg/pTtxESEWpxEREZGORgW6FewOOGuOeX3VXMja1KTDRvSKBmDdnrzWySUiIiIiIn6tpKKEZ1KfAeC3w39LpCvS4kStKz23hM82ZAJw/Yl9LU4jIiIiHZEKdKv0ORGOPw8Mn3lC0SacGLRqBPrGfQWUe3ytHFBERERERPzN/E3zySnNoWennlw68FKr47S6l5fsxGfAiQNiGJgQYXUcERER6YBUoFvpjL+CIxh2LIat/zvi7r27hhEVGkS5x8eWzILWzyciIiIiIn5jf+l+XtnwCgA3j7yZIEeQxYlaV35JBW+vSgfgBo0+FxEREYuoQLdSlz4wYYZ5/Yu7wOM+7O42m43kxGgA1mkedBERERGRDuXZ1Gcp9ZQytOtQpiRNsTpOq1uwMo2Sci+DEiI4cUCM1XFERESkg1KBbrUTZ0GneMjdASueO+LuKZUFemp6fisHExERERERf7Ejfwfv/fweALeOvhWbzWZxotZV7vExb9lOAK47oU/AP18RERHxXyrQrRYcAafdZ17/5hEoyj7s7imJUQCkph9s7WQiIiIiIuInnlj9BF7Dy+TEyYxOGG11nFb38Y/7yCpwExsRzC9TulsdR0RERDowFej+IPky6D4Cygvhq78eftfKE4luzymmoKyiDcKJiIiIiIiVVmet5uv0r3HYHPxx1B+tjtPqDMPgxe/M0efXTEwi2OmwOJGIiIh0ZCrQ/YHdDmc9aF5f8ypkrGt0166dgknsEgrA+j2axkVEREREJJAZhsFjqx4D4MIBF9I3KvBPprls+wE2ZxQQGuTginG9rI4jIiIiHZwKdH/RazwMvQgw4LPZYBiN7lo1Cj1VJxIVEREREQlon+/+nB/3/0ioM5SbUm6yOk6bePG7HQBcPLon0WEui9OIiIhIR+e0OoDUcvr9sOVT2L0UNv0HhkxtcLeUxGg+/jFDBbqIiIiISACr8Fbw5OonAZg+ZDoxoTEWJ2p9P2cVsnhrDjYbXDupj9VxREQkQBiGYQ5WNQzw+cAwarYdbr3qus8HBmD4qvcxaq8bBragoHoLQUF+dSJswzAwKiowyssbXHxuN0ZFBXi9GB5P9YLXi1FRdb1quxfDU1FzW+V2PJXHej1QvV/lcZX3YXi9BPdJIu6226z+kTSJCnR/Ep0Ik26Gbx6EhffAcWdBUEi93ZITowFzBLphGH71F1FERERERFrGW1vfYk/RHmJCY7h6yNVWx2kTLy8x5z4/c3A8STHhFqeRjs7w+fCVlOIrKcYoKcFXtRQX17pea3vlAuCIjMQRFYk9MhJHZBSOqEgckZHYo6JwREXhiIgwy7UOyvB68ebn49m/H19hoVk2BodgDwnGFmwu9spLm0PnQQhEhteLNy8PX2kpRlkZvjI3hrsMX1kZhtt9yLZat5W58bkrL8tKMWrvU1ZmFsCHXFJh8TkEGyjWba6q664Gi/fGFgyf+dzKGy7BfRXljd5mlJeb5bif8CYnWx2hyVSg+5tJN8PaVyEvDZY/DSfV/yRmaPcoHHYbOYVuMgvK6BYVakFQERERERFpLQXlBTz/4/MAzEiZQVhQmMWJWl9OoZv31+4F4IYTA3+ud3/kKy83C638fLxVS14+RkW5OfrS6wPDh+H1VY7KrLxu+DC8XvAZGD7zEp+3wWOqbq/ez+vFMMyRnTa7DWx28zxhdhu2ply32yuPaey6veZ+bTazaDu0+K5diNdajNLSVv1528PCzEI9sqpcryzbGyrfo6LMdT8u333l5Xhzc/HsP4D3wH48B3LxHNiPd/8BPLm5tbYdwJuba/4ONUVQUHWZXl2qh4TUuh6M3WVuswW7sAeHmPuGBGNzVd4eHGz++Xu85u9mrUvD5zVHzPq85u+j12eOlPX6zBG0dS6r9mns+Mrfcwzz97tqpPIR1sHA8B1hNHTVMZgf0DhjYnDGxuKMrbqMxVG9LQ57eJhlAy69RUV4srLwZGdTkZWFJysbT3Y2nuwsKrKzzfWcHPB6Lcl3VGw2898dm838uR66DubI6vLy+sdWVJijvts4cpMEBWEPCsLmctVdnE5wOrA5g7A5HPXXg5zgcGJzOs0PuRq7zekApxNbA+vOuFirn32TqUD3N64wcyqX96+H7x6DlCsgsludXUJdDgbGR7Apo4DUtDy6DVOBLiIiIiISSF5e/zJ57jz6RvVlav+pVsdpE69+v5tyj4+UxGhG9e5sdZx2zVdWVl1+e/Py8Obn4c3PrynG82oV5PlV++S3emHcbtntZtl9yGILr7UeHl55PRwMA29BPr6CArz5BebPuKDA/PkXFOArKgKoLuo9GRnNjxQWhi00FHtIiFkmN3QZGoI9OAR7aIg5uvtwlyGhZuF8yKWvzF23DK++PFCvIPcVFDT7eTiio7FHRmJ4KipHErvNEcMeT81OFRX4KiqgqIh2VLe2Kk9mJu6ffjrsPrbQULNMryrVY2qK9urSPSYGR5cuTR7lb5SX48nJqSnBq0rxquuVpXnVNzGOyGar+TCk1qX5oUfty6pvJ9Rc1tknJKTObebvcNUHKSFm+Wuv/OANKj9gqyzAsVV+yHbkgrxJPyOj8oPBqtK8oaX80G3lDe5HvePKwWY3PzhyucxR7C4X9kPL7yDX4W+v3i/I/FnIEalA90fDfgUrX4A9K2HR/XDBc/V2SU6MNgv0PXmcPaxbA3ciIiIiIiLtUUZRBq9teg2AWaNm4bQH/tu2sgovr32/GzBHn2uayoYZ5eWUp6fj3r6d8h07Kd+Tbo4YP6QQN9zuo38Qu71yBHQU9ugoHJFR2IJd5qhvh8MsW+x2bI7KEd4Oe+U2R+XIb0flqO8m7ld1u81WOY+wzxy57jvkus9njlT3GTWj3xu93vjx9uCQmrK7VgFuq1OOh9e9LTi4RX8nDY8Hb2GhWbBXluy+gvzq63XK94LK9coivnb5TkmJ/xXKTifOLl1wxHTF2aUrzq5da67HdMVR+7JL50ZH0hsej1mml5djVE7pUWdqjsrFV126l2G4y81vGLjdNdN6VF73ucvMP0O7wyyLHVWXdmwOZ/Xl4W+zm6NqHfZa+ziw2R3mqFqH0yxiq779YKtV1Da4Xqu4PXS9oWIXG9htYIA3Lw9PTg6e/Tl4cnLw7t+PJzunctt+fMXFGKWlVKSlUZGWdvg/M4fD/DOLrVu025xBNaPIs82C3HvgQJN/FewRETjj4wiKi8cZF4czPh5nXCxB8fGV1+Nwdu1qltsBxGazmSOsnU4I1YDXQBFYv6WBwmaDsx+EF0+FdW/AmBug56g6u4xIjOaNlWms04lERUREREQCytOpT1PuK2d0/GhO6nmS1XHaxEep+8gtLqdHdChThsRbHcdy3qIiynfuNIvy7Ttw79xB+fYdlKen1x2ZezhOpzndx6FLdFTNPNxR0dXbqm63R0RoRGIrszmdODt3hs7N/6aF4fWao9gLC/GVlpkl8WEuq+aIbvyyDKO01Cyaa13WyRsWhrNr18piPKamIO8ag7NrFxxdzaLc2bUr9qioFvmwwVZZQNrDdS6Eo+ErKaku0z05OXhyqi5rb8sxp9LxeqvX3Ww+4n3bgoLM8ruyFA+Kr7xeWZRXrdvDAn/qMek4VKD7qx6jIPkys0D/7A647guzWK9UdSLR9Xvy8foMHHaN0BARERERae+25G7hv9v/C8Bto2/rECOxDcPglWW7ALh6Ym+cjo5R3hqGgScnh/IdO3HvMIvy8p07cG/fgScrq9Hj7GFhuPr2JbhfX4J69zbLzKryu6oUj462dP5jaT02h+Ooy/emMgzDPNlgaak5/YOK0HbHHhaGq3dvXL17H3Y/w+Mxp+KpHMlePZo9JwejwmOOFI+PI6h6BHkcjs6d9W+LdDgq0P3ZaffBpo/MqVzWvwvDL66+qX9cJ8JcDorLvWzLLmJgQoSFQUVEREQkEDzzzDM88sgjZGZmkpyczFNPPcXYsWMb3f+JJ57g2WefJS0tjZiYGH71q18xZ84cQkJC2jB1YHls1WMYGJzd52yGxAyxOk6bWLEzl80ZBYQGObhkdC+r47Q4w+OhYs8e3Dt2Ur5jO+7tOyjfsQP3jh34CgsbPc4RG0Nwn764+vUluG8/XH37ENyvH874eJVX0qpsNhu24GAIDrY6irQym9NJULw5alxEGqcC3Z9FdoMTZ8FXf4Uv74NB54DL/PqSw25jWI8oVuzMZV16ngp0ERERETkmb731FrNmzeK5555j3LhxPPHEE0yZMoWtW7cSF1f/jfWCBQu44447mDt3LhMnTuSnn37immuuwWaz8dhjj1nwDNq/pXuXsjxjOUH2IP4w4g9Wx2kz85buAuCCkT2ICmt4PuT2xJOTQ/5HH1H643rKd+ygfNcu82RwDbHbCUrsWb8o79sXR1RU2wYXERGRBqlA93cTZsKa+ZCXBkv/CafMrr4ppVc0K3bmkronj1+PSbQwpIiIiIi0d4899hg33HAD06dPB+C5557jk08+Ye7cudxxxx319l+2bBmTJk3i8ssvByApKYnLLruMFStWtGnuQOH1eXl09aMAXDboMnpG9LQ4UdvYc7CELzZlAjB9YpK1YY6BYRiUrFjJwbfepHDhl/XmKbcFB+PqYxbjrn59Ce7XD1efvriSemPXKF8RERG/pgLd3wWFwBl/hXeuhqVPwIgrIdosy1N6RgOQmpZnWTwRERERaf/Ky8tZvXo1s2fXDNaw2+2cfvrpLF++vMFjJk6cyGuvvcbKlSsZO3YsO3bs4NNPP+Wqq65q9HHcbjdut7t6vaCgoOWeRDv33x3/5eeDPxPhiuA3w39jdZw28+ry3fgMOKF/DAPi29+3ar35+eR/+CEH33yL8p07q7eHJicTceaZBPfvh6tfP4K6d9eJOUVERNopFejtweDzofck2L3UnMrlV3OBmhOJbs0qpLTcS6jLYWFIEREREWmv9u/fj9frJT4+vs72+Ph4tmzZ0uAxl19+Ofv37+eEE04wT4bo8fC73/2OO++8s9HHmTNnDvfff3+LZg8EpZ5Snlr7FAC/GfYbooI7xtQdJeUe3liZBsA17Wj0uWEYlP34IwfffIuCTz/FqPxQyB4WRuQvz6PzJZcQcvzxFqcUERGRlqKPwNsDmw3OmgPYYMN7kPY9AN2iQoiNCMbrM9i4L9/ajCIiIiLSoSxevJi///3v/Otf/2LNmjW8//77fPLJJ/z1r39t9JjZs2eTn59fvaSnp7dhYv/1+ubXyS7Jpnt4dy47/jKr47SZD9fuo6DMQ++uYZw6yP9PYOcrLubgW2+z86KL2HXJpeR/8AGG203wwIEk/OU++n/7Ld3+8heV5yIiIgFGI9Dbi27JMPIqWPNv+N+f4YavsdntpCRGs3BTFqnpeYxO6mJ1ShERERFph2JiYnA4HGRlZdXZnpWVRUJCQoPH3HPPPVx11VVcf/31AAwbNozi4mJ+85vfcNddd2FvYLqK4OBggjXfcx25Zbm8tP4lAH4/8vcEOzrGz8cwDOYtM6c8mTYhCbvdZnGixpVt/Ym8t94k/z8f4SsuBsDmchF59llEX3opoSkp2Gz+m19ERESOjUagtyen3gOuCMhIhXVvAJBSOY1LanqeZbFEREREpH1zuVyMGjWKRYsWVW/z+XwsWrSICRMmNHhMSUlJvZLc4TCnFDQMo/XCBpjn1z1PcUUxx3c5nnP6nGN1nDazbPsBfsoqItzl4OLR/nfCVJ/bTf5HH7Hr8ivYef75HFzwBr7iYly9exP35z/T/5vFdH/oIcJGjFB5LiIiEuA0Ar096RQHJ/8JFt4Li+6Hwb8kufJEouv25FkaTURERETat1mzZnH11VczevRoxo4dyxNPPEFxcTHTp08HYNq0afTo0YM5c+YAcN555/HYY48xYsQIxo0bx7Zt27jnnns477zzqot0ObzdBbt5e+vbANw6+lbsto4zvumVpbsA+NWonkSGBFkbppby3bs5+Nbb5L//Pt68PHOjw0HEaafR+bJLCRs3TicDFRER6WBUoLc3434Hq+dB7g747jGGn2CepCk9t5QDRW66duoYX/kUERERkZZ1ySWXkJOTw7333ktmZiYpKSl89tln1ScWTUtLqzPi/O6778Zms3H33Xezd+9eYmNjOe+88/i///s/q55Cu/PkmifxGB5O7HEi47qNszpOm9l9oJhFW8zpgqb5wclDjYoKCr/+mrw336J42bLq7c5u3ej864uJuvAiguL9f452ERERaR02o4N9v7KgoICoqCjy8/OJjIy0Os7R2fIpvHkZOIJhxgpOe2U323OKmXvNaE4dFG91OhERERGpJSBef7aSjvyzSc1O5ar/XYXdZufd895lQOcBVkdqM3/9eBMvL9nJycfFMv/asZblqMjMJO/td8h791082dnmRpuN8JNOpPMll9LppBOxOTXmTEREJFAc7WtPvRpojwaeDX0nw47FsPAekhNvY3tOManp+SrQRURERET8nGEYPLrqUQCm9p/q9+W55+BByn78EUdMDMH9+mEPCTnq+yp2e3j7h3QApk9KaqGETecrLqZkzRoOvvkWRV9/DT4fAI6uXYm+6CKif30xrp7+Nye7iIiIWEcFentks8GUOfDcJNj8X6aMOZ/3CWOdTiQqIiIiIuL3vkr7itScVEIcIcxImWF1nHp85eWUrllL8bJlFC9dStmmTVD1xWWbjaBeiQQPGGAu/fubl0lJ2FyuI973e2v2UOj20DcmnJMGxLbac/AWFVO+fRvubdtxb9+Oe/s2yrdtp2Lv3jr7hY0ZQ+fLLiXi9NOblF9EREQ6HhXo7VX8YBh9LfzwEidtfww7d7JuTx6GYegs8FYyDPC4wVMKFWXgqVwqSiGyB0ToGwIiIiKtxjDAW27+v1v9f3BZ3f+XuyVDWBerk0oHVuGr4PE1jwMwbcg04sKsn1vbMAzKd+ygeOlSipYupWTlDxilpXX2cSUl4c3Lw5uXR8XuNCp2p1H05aKaHZxOgvsk4aoq1CvLdVevXtgqTyrr8xnMW7YLgKsnJmG3H/v7Fm9BgVmQbzMLcrMs344nI6PRYxyxMUSedTadL72E4H79jjmDiIiIBDYV6O3Z5Dth/TuE5m7iCudiXi05ld0HSkiKCbc6WfvhKYcdX0PxfvPNtcdd86a7+rLsMLeV1i/Maey0AjZIOgGGXgiDp+rNu4iItH+GAT4v+CrM4trrMS99FeCtWhpar9yvapuvouGy+7D/D9f+/7cp/w9XuupD6HdKW/x0RBr07k/vsrtgN11CunDt0Gsty+E5eLByhLk5ytyTlVXndkdMDOETJ9Bp0iTCJkwgKC4OwzDwHjiA++efK5dt1dd9xcWV69so/N9n1fdjCw7G1a8vwf37s69zd7purYCYHlw4onuz8nrz8iqL8sqyvHJ0efXc5Q1wxsYSPKA/rn79Ce7Xj+D+/XD164ezc+fm/bBERESkQ1OB3p6Fd4XJs+GzO7g16B0+9Ixn3Z48FehNVXwA3roS0pa1zv3b7OAMhaAQcLigMAN2fWcun/4J+p0KQ38Fg86B4IjWySAi0p54PWB3mFOVSevxVkBpHpQeNJeyWterl1rb3AV1y+5DC/AjFdaWsUFQKDhDKi+Dzf+XncFWB5MOrKi8iOfWPQfAjck3Eh7Udq/bq6dlWbrUnJZl8+aaaVkwi+6wUaMInzSJ8BMmEXzccfW+2Wqz2XDGxOCMiSF8woTq7YZh4MnMrF+sb9+OUVaGe9Nm3Js20wl4oPKYfV89imtA/7rTwAwYgM3prCzIa8py9/btePfvb/S5ORMSKgvy/rj69yO4X3+C+/XFERXVkj9CERER6aBUoLd3Y66HVXOJ3v8Tv3d+QGr6YM5P6WF1Kv+3/2d4/WI4uBOCIyFxnFl0V72xrvOGO6TyekhNId7YfrXfoDuC6pZAeWmw4X3Y8C5kroefvzAXZygcNwWG/Qr6n2Hev4hIIKkohcJMKMoyP0wsrLw8dL0sD+xO89/lkKjKpfJ68CHrIVG19ousu253tO7zqZ6uq9Yo6er1qsty8/8Am73+YndUXj/0dsch67ZD9m9gqSitX343WIgfhNJ887K8sHV/PjaH+X+gw2X+eTpcletBYK/c7qjcbg+qua3q/8+gkFr/9zb2/3ATbne49GGM+J25G+aSW5ZLUmQSFx13Uas+lmEYlG/fbk7LsmxZg9OyBA8caBbmkyYSNmrUUZ8c1GazEdStG0HdutHppJNqMni9VOzdi/vnn8lI3ciX//uepIJM+pTk4CspoWzdj5St+7HJjxPUvbtZkPcfUGdEuaNTp6PKLSIiItIUKtDbO0eQeULR1y/iGsdn/HHn+cAQq1P5t53fmSPPy/Iguhdc/g7EDWr9x43uBSfcYi45P8GG98wy/cA22PShuQRHwqBfwLCLoM9ks2AQEfFX5SVQlNl4IV61Xpbf9Pv0eaA011yOlqvT4Ut2h6uR0ruJl1730WfzJyFRENrZXEKia65XL5XbgiPNcvtIBXjVut1u9TMT8UtZxVm8uulVAG4ZdQtB9qAWfwxPbi7Fy5cfdlqWTpMmmqX5hAk4Y1vvJJ4ANocDV69euHr14tHiBObl9OP04+N48fIUytPSzFHqP1WOWt+2jfLdu8EwCOrZs6Yg79/fHFHetw/2cH3TVkRERNqe2rlAMOB0SnqfRtjuRVy0/znKPRfjcurNa4PWvgb/vdksaHqOhUsXQKfWfePQoNjj4JTZMPkOyFhnFukb3oeCvbBugbmExcCQqTD0Ikgcr0JCRI6ez2uWv153ZQnsPmS9rIFttdfLoKygshDPrBxNntm8YtwZAhEJ0CnBvKxaaq+Hx5rTgpTlm49Xlm9OH1KW18C2WutV2ypKzMcqLzKXgr2t8uOsy1Y5Ajq47qXDZd5s+BpZvOZI9kZv94HvMLdVTZtiD6pfeNde6hXjlettMVJfROp4JvUZyrxljIgbwamJp7bIfRo+H6Vr11K0+BtzWpZNm+rcbgsOJmz06MpR5pMIPm5AvWlZ2kJBWQXvrEoH4JqJfbAFBZkFeb9+cNZZ1fv53G4wjKMeCS8iIiLSGlSgB4jQXzxIxTPjOdW+hp2rPqHP+POsjuRffD746q+w5DFzfehFcP6/rJ8uxWaD7inmcvoDkL7CLNM3fggl++GHl8wlsicMvcCcM71bsr6SLtJcPh+UHDAL1YJ9ULjP3OYKg6DKpbHrQWFt8wGWYZgFsLsI3IVmIVxedb2BpbzWfhVlhy/HfZ7Wy+0MbbwQr70eEtX0f7sim3diuWreispSPa/hot1dYM7t7auomYqrofK73uVhbjt0uq62UlW+V031IiJ+7aeDP/Hhtg8BuHX0rcdUYhteL6Vr11Lw2ecUfvFFvZNoBg8aRPikiYRPPLZpWVrSu6v2UFzuZUBcJyb179rofvZgnaNARERE/I8K9ABhiz2ORRHnc1bh+3T+7l7oPwhiBlgdyz9UlMIHv4VN/zHXT7rdPPmqv43ottuh9wRzOesh2LkY1r8HWz6Ggj2w7Clz6drfLNKHXmSOZBfp6LwV5sjogn2VBXlGraI8o2abr+LoH8MZUlmsh5tzLh+pdHeFQVC4OcK3vLhW4V1QWXofUoyXV14avpb7uTTGZq8pgB3BlUVwcK31EHC66u/j6gQR8RDRDTpVXkbEm9N7+EuB6wgyT7Ad3ng5EzBsNnOucRFpFx5f/TgGBmf0PoPk2ORmH294vZSsXk3hZ59TsPALvDk1J9S0R0TQafJkOp14QptMy9JcPp/B/OW7ALhmUpIlI+BFREREjoUK9ACy/fibyF3xBV2Kd8DToyF+qDkFyOALIKa/1fGsUZgFb14Ge1ebX3M//2lIvtTqVEfmcEL/082l4nHYthDWvws/fWbOmf7Ng+aSMKymTI9OtDq1SMsrL6kswffVjBwvOGQpyqJ6OovDsplThER2NxdHkHn/FaVQUVz/uqfWidaqThR5LPNyN5XNDq4ICK5aOtW6HnHIbZVLUGgjZXgwdaYUcYbo3AoiIm3s+4zvWbJ3CU67k1tG3tLk4wyvl5JVqyn8/DMKFi6sW5pHRhJx6qlEnDWF8IkTsbtcrZC8ZXy9NZvdB0qIDHFywYgeVscRERERaTa9iw4gg/r0Yvp3t3Nn+H8Y51sHWRvM5au/Qfwws0wfcgF07Wd11LaRtQkW/Bry0835Xi95HZImWZ2q+YJC4PjzzMVdCFs+Nad52f4VZK43ly/vM+dJH3oh9J4IscerJJOWZRiVo6eLzDmqvRWVl0293ox9y0sq59neB6UHm5bP7oSI7hDZrbIg72GOkK66HtnNnErE2YyCweczS/SKUnMUeUWJuZSXHOZ6ceX+lde9ngaK8EhzNPehJXh1GR7mPyO6RUTkmPgMH4+tMqcQvGTgJfSK7HXY/Q2Ph5JVqyj47DMKF36J98CB6tvsUVFEnHYakVPOJHzCBGx+XJrXNm/ZLgAuHduLMJden4qIiEj7o1cwASQ5MZp1Rn8uLb6VdbePIXLXF7DxA9ixGLLWm8tXfzVHLQ+5AAZPDdwy/ecv4Z1rzGkRuvaHy98OjOcaHAHJl5hLSa45Lc2G92DXEkj/3lzAnNu3WzL0GAk9RkH3EdClr0o5qeHzmeV0yX4o3l/r8sAh67k1149lCpRjERRWM2o8onvN9drbwmNbflomu92cssUVDuExLXvfIiLSIXyy4xM2526mU1Anfjv8tw3uY3g8lPzwgzmn+cKFeHNrvu1kj4oi4vTTiDzrLMLHjWs3pXmVn7MK+e7n/dhtcNX43lbHERERETkqKtADSEynYHp2DmXPwVJWZhicPuJKGHGlWYBt+cQs03d+UzNqedEDkDC8cpqXqYFRMAOsfBH+d7s5l3DSifDrf0NYF6tTtbywLjB6urkU7DP/fH/6DPauNT84qF2oA4RE1yrUR5rXIxIsi98heD3miQsrSio/vLA18ZKGt9vsjR9jGA0U4gcaXy/NPbr5tu1Oc2oQR5A5JYjDVf+68wi317t+6PEh5mjxqoK8OSefFBER8RNur5un1j4FwHXDrqNzSOfq2wyPh+IVKyj87HMKv/wS78Gab1w5oqLodMbpRE45i/Dx47AFBbV59pZSNfr8jMHxJHYJszaMiIiIyFFSgR5gzhgczytLd/HmD2mcPjje3BjWBUZeZS4lueZJKTd+ADu+gcwfzWXRA+aI5cFTzUK9S18rn8bR8Xnh87tgxbPmesqV8IvHmzdlQ3sV2R0mzDAXn8+cJ33fGnPu971rzD/jsjxz2pftX9U6roc5Or3HKLNQ7z7CLCulLo/bLKfrLHkNbDvkdne+1cmPLCQKwmLMEdZhMea/F1XXqy+71qwHhVqdWEREpF1YnL6YjOIM4sLiuPL4KzEqKihesZLCzyunZ8nLq97XER1NxBlnEDFlCuHjxrbr0rxKfkkF76/ZC8A1E/tYnEZERETk6KlADzBXjOvNK0t38dWWbPbmldIj+pCyK6wLjJxmLsUHasr0nd9CxjpzWXQ/dEupGZnepR284HUXwXvXmSOwAU67D074Y8cctWq3Q+xx5lJ1wlRPOWRvrCzU15qXOVugYK+5bPm45viuA2oK9R6jzJPRBoVY81yOhddTOX91WSOXlUtZvll4l+U1Xo5XlBxbFkdw5RXDHClu+GquN+nkl01lM/+OV5ffXQ8pwxtYd7T/N+giIiL+aE3WGhxeg8vzjif3vr9S9OUivPk1H647Oncm4owziDxrCmFjx2JzBtZbs7dXpVNa4WVQQgTj+wbgt0FFRESkwwisV2lC/7hOTOjbleU7DvDGijRumzKw8Z3Du8Koq82l+ABs+W9lmf4dZKSay5d/MUclV41M75zUFk+jefL3whuXmNPSOEPggufNrFLD6TL/HLuPgDGV29xF5gcme1fXjFbPS4MDP5vLj2+a+9mdED+k7tQv4bHmiH+fx1wMX831qu0NbfN5wfAesr2Rbb6KxktvT1kDl4fs6/O07M/QZjdPRhsSbV42aYk2R3g3paQ2ahXqR7z01d8G5skp7Y6Wfd4iIiJyVPb8uJxnnvfSpWgRVbW5o0uXmtJ8zJiAK82reH0G85fvAmD6pCRsHXFQi4iIiAQMm2EYLTn8sVnmzJnD+++/z5YtWwgNDWXixIk89NBDDBx4mNIXeOedd7jnnnvYtWsXAwYM4KGHHuKcc85p0mMWFBQQFRVFfn4+kZGRLfE0/M4nP2YwY8EaYjoFs3z2qQQ5mnliveL9sPm/sOlDc2R67XmSu4+oOQFpZz84EdC+tbDgUijKhPA4uOxN6DnK6lTtV/F+82daNfXL3tXmnNntnTPEXIJCay6DQs2TrYZE1ZTdodGNl+GuiJY/SaWIiHQIHeH159EK1J9NUVEuS84+gd45BrYunYmaMoXIKWcRNmY0Nkfgf9j9+cZMfvvqajqHBbF89mmEBAX+cxYRERH/d7SvPS0d8vDNN98wY8YMxowZg8fj4c477+TMM89k06ZNhIeHN3jMsmXLuOyyy5gzZw6/+MUvWLBgAVOnTmXNmjUMHTq0jZ+BfzpzSDyxEcHkFLr5YmMW5w7v1rw7CI+pOTllUU7lyPQPYdd3Zrm6by0svBfih8GAM2DAmdBzDDja+Ndp88fw/g3m9Bpxg+HytyC6V9tmCDThMZV/pmeY64YB+em1CvU15jcTyovA5jBHp9ud5qhne+V69fZa26q3177NaY7qrnMflZc2R83JJGuX3g1ehplTzDhDKy8b2EejnkRERKQN/TznL/TOMSgMtzPyo49wxsRYHalNzVu6C4DLxvZSeS4iIiLtnqUj0A+Vk5NDXFwc33zzDSeddFKD+1xyySUUFxfz8cc1czaPHz+elJQUnnvuuSM+RqCOcjnUo19s5amvtjGhb1fe+M34lrnTohzY/JE5Mn3Xkroj00OioN9pZvHa/3ToFNcyj9kQw4DlT8MX9wCG+Xi/egVCAvfP069U/ZOhUlpERKRJOsrrz6MRiD+boiVLSb/+egC+nDmW38+cb3GitrU5o4Czn/wOh93Gd7efQvdDz8kkIiIiYpF2OQL9UPmVJ9Xp0qXxk8wsX76cWbNm1dk2ZcoUPvzww9aM1u5cOrYXz3y9jeU7DrAtu4j+cZ2O/U47xcKY68yl+ABsXwQ/fwHbvjRPtLjxfXMBc6qXAWeaS/cRLTcvs7cCPr0NVs8z18dcD2c91Paj3zsyFeciIiIiDfIcPMi+2XcA8PlIGwmnn21xorY3f9kuAM4akqDyXERERAKC37SOPp+PW265hUmTJh12KpbMzEzi4+PrbIuPjyczM7PB/d1uN263u3q9oKCgZQL7uR7RoZw6KI4vN2fz+ord3HfekJZ9gPCuMPzX5uLzmlN7/PyFuWSk1kz18s1DENrFHCU+4EzofxqENf4ByWGV5sE7V8OOxebUH1PmwLjfqtAVEREREcsZhkHG3ffgzdnPvq52Xj3VxoK4EVbHalMHi8v5YO1ewDx5qIiIiEgg8JsCfcaMGWzYsIElS5a06P3OmTOH+++/v0Xvs724YnxvvtyczXur93D7lEGEulpp/kG7AxLHmMupd0Fhljkq/ecvYPvXUJoL6982F5sdeoyuHJ1+BiQMb9qJGQ/ugtd/Dfu3QlA4/GouDDyrdZ6PiIiIiEgz5b3zDkWLFoHTyRO/NHCFRdA/ur/VsdrUGz+k4fb4GNojklG9O1sdR0RERKRFNKG5bH0zZ87k448/5uuvv6Znz56H3TchIYGsrKw627KyskhISGhw/9mzZ5Ofn1+9pKent1huf3fygFgSu4RSUObhv+v2td0DR8TDiCvg1/Ph9u1wzadwwh8hfqg5b/qelfD13+CFk+HRgfDhTbDxA3OEeUPSV8KLp5nleWQPuPYzleciIiIi4jfcO3eSNedBAPZeMZldCTaSY5NxtNQ0hu2Ax+vj1eW7AbhmYh9s+paoiIiIBAhLC3TDMJg5cyYffPABX331FX369DniMRMmTGDRokV1ti1cuJAJEyY0uH9wcDCRkZF1lo7Cbrdx+djeALy2Yrc1IRxBkDQJTv8L3LgU/rgJznsSBv0CXJ2gOBtSX4d3roGH+8Ir58CSxyFzg3myyvXvwrxfQMl+6JYM1y+CbsOteS4iIiIiIocwysvZd9ufMEpLCRs/ni/GhwAwooNN3/LFpiwy8suI6eTivORuVscRERERaTGWTuEyY8YMFixYwH/+8x8iIiKq5zGPiooiNNQ84cy0adPo0aMHc+bMAeDmm2/m5JNP5tFHH+Xcc8/lzTffZNWqVbzwwguWPQ9/9uvRPXl84U/8uCefH/fkMbxntLWBonrAqGvMxVMOacsr505faI4w373UXL78C3RKgKLKue0H/QIufAFc4RaGFxERERGpK+fpZyjbuBF7VBTdH5zDmu+uBDpegf7K0p0AXD62F8HOjjPyXkRERAKfpSPQn332WfLz85k8eTLdunWrXt56663qfdLS0sjIyKhenzhxIgsWLOCFF14gOTmZd999lw8//PCwJx7tyLp2CubsYeb0Nq9/n2ZxmkM4XdD3ZJjyfzBzJdy8Ds75BwyYAs7QmvJ84u/h16+qPBcRERERv1Lyww8cePFFALrdfz/7OxlklWThsDkYGtNx3p9s2JvPD7sO4rTbuGJ8b6vjiIiIiLQoS0egG4ZxxH0WL15cb9vFF1/MxRdf3AqJAtOV43vzn9R9/GfdXu4893iiQoOsjtSwzkkw9gZzqSg1R6LbHNDvFKuTiYiIiIjU4S0oYO/tfwbDIOrCC4k8awpLdnwKwKAugwgLCrM4YduZt2wXAOcO70Z8ZIi1YURERERamF+cRFRa1+jenRkYH0FZhY/31+yxOk7TBIVC/9NVnouIiIiI3zEMg8y/3I8nI4OgXr2Iv/NOANZmrwU61vQt+4vcfJS6D4BrJiZZG0ZERESkFahA7wBsNhtXjO8FwOsr0po08l9ERERERBpW8N//UvDpp+Bw0OPhh3B0Mqca7IgF+hsr0ij3+khOjGZEr85WxxERERFpcSrQO4gLRvQgzOVgW3YR3+/ItTqOiIiIiEi7VL5nD5kP/BWAmJtuJDQlBYCi8iJ+zvsZ6DgFeoXXx6vf7wbg2klJ1oYRERERaSUq0DuIiJAgzk/pAcBrK3ZbnEZEREREpP0xPB723f5nfEVFhI4YQcxvf1t92485P+IzfPTo1IPYsFgLU7adT9dnkF3oJjYimLOHdrM6joiIiEirUIHegVxZOY3L5xsyySl0W5xGRERERKR9OfDii5SuWYM9PJzujzyMzemsvm1tjjl9y8i4kVbFa3NVJw+9clxvXE69tRQREZHApFc5HciQ7lGM6BWNx2fw9qp0q+OIiIiIiLQbpevWkfP0MwAk3HsPrp4969y+Nsss0FPiUto6miVS0/NYm5aHy2Hn8nG9rI4jIiIi0mpUoHcwV47rDcCCFWl4fTqZqIiIiIjIkfiKi9n7p9vB6yXynHOI/OUv69zu8Xn4cf+PQMeZ/3ze0p0A/CK5G7ERwRanEREREWk9KtA7mHOHdyM6LIi9eaUs3pptdRwREREREb+X+fe/U5GWhrNbNxL+ch82m63O7VsPbqXUU0qEK4J+0f0sStl2sgvK+GR9BgDTJ/axOI2IiIhI61KB3sGEBDm4eJT5ddPXvtfJREVEREREDqfg8y/If+99sNno/tCDOCIj6+2Tmp0KQEpsCnZb4L/Fen1FGhVeg1G9OzOsZ5TVcURERERaVeC/upN6Lq+cxmXxTzmk55ZYnEZERERExD9VZGWRce+9AHS9/nrCx45tcL81WWuAjjF9i9vj5fUVaQBMn5RkbRgRERGRNqACvQPqExPOCf1jMAxYsDLN6jgiIiIiIn7H8PnYd8cd+PLzCRkyhNjfz2x4P8OoGYHeAU4g+smPGewvcpMQGcKUIQlWxxERERFpdSrQO6grx/cC4O0f0in3+CxOIyIiIiL+4JlnniEpKYmQkBDGjRvHypUrG9138uTJ2Gy2esu5557bholbT+68+ZQs/x5baCjdH3kEm8vV4H77iveRXZqN0+ZkaMzQNk7ZtgzD4JWluwC4akJvghx6OykiIiKBT694OqjTj48nPjKYA8XlfLYx0+o4IiIiImKxt956i1mzZnHfffexZs0akpOTmTJlCtnZDZ94/v333ycjI6N62bBhAw6Hg4svvriNk7e8ss2byX78cQDi77iD4L6NnyhzbfZaAAZ3HUyoM7RN8lllTVoe6/fm43LauWxsL6vjiIiIiLQJFegdlNNh59Ix5otenUxURERERB577DFuuOEGpk+fzuDBg3nuuecICwtj7ty5De7fpUsXEhISqpeFCxcSFhbW7gt0X2kpe2/7E1RU0Om004j+9eGfz9oss0DvCNO3vLJ0JwBTU7rTJbzhEfkiIiIigUYFegd22dheOOw2Vu7M5aesQqvjiIiIiIhFysvLWb16Naeffnr1Nrvdzumnn87y5cubdB8vv/wyl156KeHh4Y3u43a7KSgoqLP4m+xH/kH59u04YmPo9tcHsNlsh91/bY5ZoAf6CUQz8kv53wbzm6vXTGx8RL6IiIhIoFGB3oElRIVw+vFxALyuUegiIiIiHdb+/fvxer3Ex8fX2R4fH09m5pGn+1u5ciUbNmzg+uuvP+x+c+bMISoqqnpJTEw8ptwtreibbzi4YAEA3f8+B2eXLofdv6C8gG0HtwGBPwL99e/T8PoMxvXpwuDukVbHEREREWkzKtA7uCvG9Qbg/TV7KXZ7LE4jIiIiIu3Ryy+/zLBhwxg7duxh95s9ezb5+fnVS3p6ehslPDLPgQPsu/MuADpPu4pOJ55wxGPWZa/DwKBXRC9iQmNaO6Jlyiq8LFiZBsD0SUnWhhERERFpYyrQO7gT+sfQu2sYhW4PH63bZ3UcEREREbFATEwMDoeDrKysOtuzsrJISEg47LHFxcW8+eabXHfddUd8nODgYCIjI+ss/sAwDDLuvAvvgQMEDxhA3K23Num4qhOIBvro849S95FbXE6P6FBOPz7+yAeIiIiIBBAV6B2c3W7jinE1JxM1DMPiRCIiIiLS1lwuF6NGjWLRokXV23w+H4sWLWLChAmHPfadd97B7XZz5ZVXtnbMVnPwjTco+uYbbC4X3f/xD+zBwU06LjUnFQjs+c8Nw2Bu5clDp03ojdOht5AiIiLSsejVj3DxqERcTjsb9xWwbk++1XFERERExAKzZs3ixRdfZP78+WzevJkbb7yR4uJipk+fDsC0adOYPXt2veNefvllpk6dSteuXds6cotwb99O9kMPAxB3262EDDyuScdV+CpYn7MegJFxI1stn9W+35HLlsxCQoMcXDqml9VxRERERNqc0+oAYr3O4S5+Mawb76/dy2vf7yYlMdrqSCIiIiLSBElJSVx77bVcc8019Op1bOXmJZdcQk5ODvfeey+ZmZmkpKTw2WefVZ9YNC0tDbu97vibrVu3smTJEr744otjemyr+MrL2XvbnzDcbsInTaJzM0bRbzmwhTJvGVHBUSRFJbVeSItVjT6/aFQPosKCLE4jIiIi0vY0Al0AuGK8eTLR/67bR15JucVpRERERKQpbrnlFt5//3369u3LGWecwZtvvonb7T7q+5s5cya7d+/G7XazYsUKxo0bV33b4sWLmTdvXp39Bw4ciGEYnHHGGUf9mFbKefJJ3Js344iOptucv2OzN/3tUfX857Ep2G2B+bZq94Fivtxszot/zcQ+FqcRERERsUZgvtKTZhvZK5rju0Xi9vh4d/Ueq+OIiIiISBPccsstpKamsnLlSo4//nh+//vf061bN2bOnMmaNWusjufXir//nty5rwDQ7f/+RlBcXLOOr5r/PJBPIDp/2W4MA04+Lpb+cZ2sjiMiIiJiCRXoAoDNZuPK8ebXfhesSNPJREVERETakZEjR/LPf/6Tffv2cd999/HSSy8xZswYUlJSmDt3rl7bHcKbl8e+P98BhkH0r39NxGmnNet4wzCqR6AH6vznhWUVvL0qHYBrT9DocxEREem4VKBLtfNTehDucrBjfzHLth+wOo6IiIiINFFFRQVvv/02v/zlL7n11lsZPXo0L730EhdddBF33nknV1xxhdUR/YZhGGTc9xc8WVm4kpKIv+PPzb6PPYV72F+6nyB7EENihrRCSuu9u3oPRW4P/WLDOWlAjNVxRERERCyjk4hKtU7BTi4Y2YPXvk/jte93M6m/XiiLiIiI+LM1a9bwyiuv8MYbb2C325k2bRqPP/44gwYNqt7nggsuYMyYMRam9C9GRQU2hwOcTro/8gj2sLBm38faHHP0+eCugwl2BLd0RMt5fQbzlu0CYPqkPthsNmsDiYiIiFhIBbrUceX43rz2fRpfbMoiq6CM+MgQqyOJiIiISCPGjBnDGWecwbPPPsvUqVMJCgqqt0+fPn249NJLLUjnn+wuF90f/Qcx27YRPGDAUd1H1fQtI+JGtGQ0v/H1lmx2HyghMsTJhSN7WB1HRERExFIq0KWOQQmRjO7dmVW7D/LWD+n84bSje1MhIiIiIq1vx44d9O7d+7D7hIeH88orr7RRovbBZrMddXkOkJqdCgRugT536U4ALhvXizCX3jKKiIhIx6Y50KWeK8ebb8LeWJmGx+uzOI2IiIiINCY7O5sVK1bU275ixQpWrVplQaLAl+/OZ1veNgBS4lKsDdMKNmcUsGz7ARx2G9MmJFkdR0RERMRyKtClnrOHJdAl3EVGfhlfbcm2Oo6IiIiINGLGjBmkp6fX2753715mzJhhQaLAty5nHQBJkUl0CelicZqWN2/pLgDOGpJAj+hQa8OIiIiI+AEV6FJPsNPBxaN7AvDaijSL04iIiIhIYzZt2sTIkSPrbR8xYgSbNm2yIFHgq5r/PBBHnx8ocvNB6l4Arj0hydowIiIiIn5CBbo06Iqx5jQu3/6Uw+4DxRanEREREZGGBAcHk5WVVW97RkYGTqfmrm4NVQX6yLj6H1y0d2+sTKPc42N4zyhG9upsdRwRERERv6ACXRrUq2sYJx0XC8ACjUIXERER8Utnnnkms2fPJj8/v3pbXl4ed955J2eccYaFyQJThbeCDfs3AIE3Ar3c4+Pfy3cDcO2kPthsNosTiYiIiPgHFejSqCvH9QLg7VXpuD1ei9OIiIiIyKH+8Y9/kJ6eTu/evTnllFM45ZRT6NOnD5mZmTz66KNWxws4m3I34fa66RzcmaTIJKvjtKj/bcggu9BNXEQw5wzrZnUcEREREb+h73VKo04dFEe3qBAy8sv43/pMpo7oYXUkEREREamlR48e/Pjjj7z++uusW7eO0NBQpk+fzmWXXUZQUJDV8QJOanYqAMlxyQE1QtswDF5eshOAq8b3xuXUOCsRERGRKirQpVFOh53LxvbisYU/8dr3u1Wgi4iIiPih8PBwfvOb31gdo0MI1PnP16Qd5Mc9+bicdi6v/BaqiIiIiJhUoMthXTomkX8u+plVuw+yJbOAQQmRVkcSERERkUNs2rSJtLQ0ysvL62z/5S9/aVGiwGMYRnWBPiJuhMVpWtbcpbsAmJrSna6dgq0NIyIiIuJnVKDLYcVFhnDmkHg+XZ/Ja9/v5m9Th1kdSUREREQq7dixgwsuuID169djs9kwDAOgenoRr1fnsWkpaYVp5Jbl4rK7GNx1sNVxWsy+vFI+25AJwPRJfSxOIyIiIuJ/jmpyu/T0dPbs2VO9vnLlSm655RZeeOGFFgsm/uPKcb0B+GDNXorcHovTiIiIiEiVm2++mT59+pCdnU1YWBgbN27k22+/ZfTo0SxevNjqeAGlavT50JihuBwui9O0nH8v343XZzChb1eO76Zvm4qIiIgc6qgK9Msvv5yvv/4agMzMTM444wxWrlzJXXfdxQMPPNCiAcV6E/p1pW9MOMXlXj5cu9fqOCIiIiJSafny5TzwwAPExMRgt9ux2+2ccMIJzJkzhz/84Q9WxwsoVScQTYlLsTRHSyop9/DGyjQArj1Bo89FREREGnJUBfqGDRsYO3YsAG+//TZDhw5l2bJlvP7668ybN68l84kfsNls1ScTen1FWvVXg0VERETEWl6vl4iICABiYmLYt28fAL1792br1q1WRgs4a7LXAIE1//kHa/eSX1pBry5hnDoozuo4IiIiIn7pqAr0iooKgoPNk8t8+eWX1ScnGjRoEBkZGS2XTvzGr0b1JNhpZ3NGAWvS8qyOIyIiIiLA0KFDWbduHQDjxo3j4YcfZunSpTzwwAP07dvX4nSBI68sj535OwFIiU2xNkwLMQyDVypPHnrNxCQcdpu1gURERET81FEV6EOGDOG5557ju+++Y+HChZx11lkA7Nu3j65du7ZoQPEP0WEuzkvuDsDr3++2OI2IiIiIANx99934fD4AHnjgAXbu3MmJJ57Ip59+yj//+U+L0wWO1JxUAPpG9SU6JNrSLC3lu5/3sy27iE7BTi4e3dPqOCIiIiJ+66gK9Iceeojnn3+eyZMnc9lll5GcnAzARx99VD21iwSeK8ebJxP9eH0GB4vLLU4jIiIiIlOmTOHCCy8EoH///mzZsoX9+/eTnZ3NqaeeanG6wBGI07fMXWqOqL94dE8iQoIsTiMiIiLiv5xHc9DkyZPZv38/BQUFdO7cuXr7b37zG8LCwlosnPiX5J5RDO0RyYa9BbyzOp3fnNTP6kgiIiIiHVZFRQWhoaGkpqYydOjQ6u1dunSxMFVgCrQTiG7LLmLx1hxsNnP6FhERERFp3FGNQC8tLcXtdleX57t37+aJJ55g69atxMXp5DOBymazceU4cxT66yvS8Pl0MlERERERqwQFBdGrVy+8Xq/VUQJaubecjfs3AoEzAn3+sl0AnDYont5dw60NIyIiIuLnjqpAP//88/n3v/8NQF5eHuPGjePRRx9l6tSpPPvssy0aUPzLL1O6ExHiZPeBEpZs2291HBEREZEO7a677uLOO+8kNzfX6igBa9OBTZT7yukS0oVeEb2sjnPM8ksqeHf1HgCuPSHJ2jAiIiIi7cBRFehr1qzhxBNPBODdd98lPj6e3bt38+9//1snKwpwYS4nF400TzL07+W7rA0jIiIi0sE9/fTTfPvtt3Tv3p2BAwcycuTIOoscu9rzn9tsNovTHLu3VqVRWuFlUEIEE/p2tTqOiIiIiN87qjnQS0pKiIiIAOCLL77gwgsvxG63M378eHbv3t2iAcX/XDWhN/OX7+LLzdn8lFXIcfERVkcSERER6ZCmTp1qdYSAtzZ7LRAY07d4vD7mLzPfr107qU9AfCAgIiIi0tqOqkDv378/H374IRdccAGff/45f/zjHwHIzs4mMjKyyffz7bff8sgjj7B69WoyMjL44IMPDvsmYPHixZxyyin1tmdkZJCQkNDs5yFHp19sJ84aksD/NmTy3DfbeezXKVZHEhEREemQ7rvvPqsjBDTDMFiXvQ4IjBOILtyUxd68UrqEu/hlSner44iIiIi0C0c1hcu9997LbbfdRlJSEmPHjmXChAmAORp9xIimj8woLi4mOTmZZ555plmPv3XrVjIyMqoXnbi07f3u5H4AfJS6jz0HSyxOIyIiIiLS8nYV7OKg+yDBjmAGdxlsdZxjNnfpTgCuGNeLkCCHxWlERERE2oejGoH+q1/9ihNOOIGMjAySk5Ort5922mlccMEFTb6fs88+m7PPPrvZjx8XF0d0dHSzj5OWk5wYzaT+XVm67QAvfbeTv/xyiNWRRERERDocu91+2Gk4vF5vG6YJPFXTtwyNGUqQI8jiNMdm/Z58fth1EKfdxpXje1sdR0RERKTdOKoCHSAhIYGEhAT27DHP4N6zZ0/Gjh3bYsEOJyUlBbfbzdChQ/nLX/7CpEmT2uRxpa6bJvdn6bYDvPlDGr8/tT9dOwVbHUlERESkQ/nggw/qrFdUVLB27Vrmz5/P/fffb1GqwBFI85+/Ujn6/BfDuxEfGWJxGhEREZH246gKdJ/Px9/+9jceffRRioqKAIiIiODWW2/lrrvuwm4/qplhjqhbt24899xzjB49GrfbzUsvvcTkyZNZsWIFI0eObPAYt9uN2+2uXi8oKGiVbB3RxH5dGd4zih/35DN/2S5mnTnQ6kgiIiIiHcr5559fb9uvfvUrhgwZwltvvcV1111nQarAkZqdCrT/Aj27oIz//rgPgGtP6GNxGhEREZH25aia7rvuuounn36aBx98kLVr17J27Vr+/ve/89RTT3HPPfe0dMZqAwcO5Le//S2jRo1i4sSJzJ07l4kTJ/L44483esycOXOIioqqXhITE1stX0djs9m4sXIu9PnLd1Pk9licSEREREQAxo8fz6JFi6yO0a7lluWyq2AXAMmxyYff2c+9tiKNCq/BqN6dGd4z2uo4IiIiIu3KURXo8+fP56WXXuLGG29k+PDhDB8+nJtuuokXX3yRefPmtXDEwxs7dizbtm1r9PbZs2eTn59fvaSnp7dhusB35pAE+saEk19awRsr0qyOIyIiItLhlZaW8s9//pMePXpYHaVdq5q+pX90f6KCoyxOc/TKKry8/v1uAK6dpNHnIiIiIs11VFO45ObmMmjQoHrbBw0aRG5u7jGHao7U1FS6devW6O3BwcEEB2tu7tbisNv43cn9uP29H3lpyQ6mTexNsNNhdSwRERGRDqFz5851TiJqGAaFhYWEhYXx2muvWZis/auaviUlLsXSHMfqv+v2caC4nO5RIUwZEm91HBEREZF256gK9OTkZJ5++mn++c9/1tn+9NNPM3z48CbfT1FRUZ3R4zt37iQ1NZUuXbrQq1cvZs+ezd69e/n3v/8NwBNPPEGfPn0YMmQIZWVlvPTSS3z11Vd88cUXR/M0pIWcP6I7jy38icyCMj5cu5dLxvSyOpKIiIhIh/D444/XKdDtdjuxsbGMGzeOzp07W5is/QuEE4gahsHcpbsAmDYxCaejdc5VJSIiIhLIjqpAf/jhhzn33HP58ssvmTBhAgDLly8nPT2dTz/9tMn3s2rVKk455ZTq9VmzZgFw9dVXM2/ePDIyMkhLq5kWpLy8nFtvvZW9e/cSFhbG8OHD+fLLL+vch7S9YKeD60/sw98+2cxz3+zgV6MScdhtRz5QRERERI7JNddcY3WEgFTmKWPjgY1A+y7Qv9+Ry+aMAkKC7Fw6RueCEhERETkaRzUE4eSTT+ann37iggsuIC8vj7y8PC688EI2btzIq6++2uT7mTx5MoZh1Fuq5lGfN28eixcvrt7/9ttvZ9u2bZSWlnLgwAG+/vprled+4tKxvYgKDWLn/mI+35hpdRwRERGRDuGVV17hnXfeqbf9nXfeYf78+RYkCgwbD2zE4/MQExpDz049rY5z1F5ZuhOAi0b2JDrMZXEaERERkfbpqL/D1717d/7v//6P9957j/fee4+//e1vHDx4kJdffrkl80k70SnYydUTkwB4dvF2DMOwNpCIiIhIBzBnzhxiYmLqbY+Li+Pvf/+7BYkCQ+3pW2pPkdOepB0oYeHmLACmT0qyNoyIiIhIO6ZJ8KTFXDMxiZAgO+v35rN02wGr44iIiIgEvLS0NPr06VNve+/evetMhdhUzzzzDElJSYSEhDBu3DhWrlx52P3z8vKYMWMG3bp1Izg4mOOOO65ZUzr6q6oTiLbn6VvmL9+FYcBJx8XSPy7C6jgiIiIi7ZYKdGkxXcJdXFp5AtF/Ld52hL1FRERE5FjFxcXx448/1tu+bt06unbt2qz7euutt5g1axb33Xcfa9asITk5mSlTppCdnd3g/uXl5Zxxxhns2rWLd999l61bt/Liiy/So0ePo3ou/sJn+EjNSQXab4Fe5Pbw9g/pAFyr0eciIiIix0QFurSoG07qi9NuY9n2A6Sm51kdR0RERCSgXXbZZfzhD3/g66+/xuv14vV6+eqrr7j55pu59NJLm3Vfjz32GDfccAPTp09n8ODBPPfcc4SFhTF37twG9587dy65ubl8+OGHTJo0iaSkJE4++WSSk5Nb4qlZZmf+TvLd+YQ6QxnYZaDVcY7Ku6vSKXR76BsbzkkDYq2OIyIiItKuOZuz84UXXnjY2/Py8o4liwSAHtGhnJ/Sg/fW7OG5xdt57qpRVkcSERERCVh//etf2bVrF6eddhpOp/nS3ufzMW3atGbNgV5eXs7q1auZPXt29Ta73c7pp5/O8uXLGzzmo48+YsKECcyYMYP//Oc/xMbGcvnll/PnP/8Zh8PR4DFutxu32129XlBQ0OSMbaVq/vOhMUMJsgdZnKb5fD6DV5btAmD6pD7Y7e1zDncRERERf9GsAj0qKuqIt0+bNu2YAkn797uT+/Lemj18vimTbdlF9I/rZHUkERERkYDkcrl46623+Nvf/kZqaiqhoaEMGzaM3r17N+t+9u/fj9frJT4+vs72+Ph4tmzZ0uAxO3bs4KuvvuKKK67g008/Zdu2bdx0001UVFRw3333NXjMnDlzuP/++5uVra3VPoFoe/TVlmx2HyghMsTJRSPb93Q6IiIiIv6gWQX6K6+80lo5JIAMiI/gjMHxLNyUxfPfbOeRi9v313hFRERE/N2AAQMYMGBAmz6mz+cjLi6OF154AYfDwahRo9i7dy+PPPJIowX67NmzmTVrVvV6QUEBiYmJbRW5Sdr7CURfWbYTgMvG9iLM1ay3eyIiIiLSAM2BLq3ixsn9APgwdS/78kotTiMiIiISmC666CIeeuihetsffvhhLr744ibfT0xMDA6Hg6ysrDrbs7KySEhIaPCYbt26cdxxx9WZruX4448nMzOT8vLyBo8JDg4mMjKyzuJP9pfuJ60wDRs2kmPb3yCQLZkFLN12ALsNrprQvG8hiIiIiEjDVKBLqxjZqzPj+3ahwmvw8pKdVscRERERCUjffvst55xzTr3tZ599Nt9++22T78flcjFq1CgWLVpUvc3n87Fo0SImTJjQ4DGTJk1i27Zt+Hy+6m0//fQT3bp1w+VyNeNZ+I+q0ef9O/cnwhVhbZijMG/pLgDOGppAz85h1oYRERERCRAq0KXV3Di5PwBvrEzjYHHDo5BERERE5OgVFRU1WFYHBQU1+wSds2bN4sUXX2T+/Pls3ryZG2+8keLiYqZPnw7AtGnT6pxk9MYbbyQ3N5ebb76Zn376iU8++YS///3vzJgx49ielIWq5j8fGTfS4iTNl1tczgdr9wJw7aQ+FqcRERERCRwq0KXVnDQghiHdIykp9zJ/+S6r44iIiIgEnGHDhvHWW2/V2/7mm28yePDgZt3XJZdcwj/+8Q/uvfdeUlJSSE1N5bPPPqs+sWhaWhoZGRnV+ycmJvL555/zww8/MHz4cP7whz9w8803c8cddxzbk7JQ1Qj0lLgUS3McjTdWpuH2+BjWI4pRvTtbHUdEREQkYOisMtJqbDYbN07ux8wFa5m3bBe/OamvTmQkIiIi0oLuueceLrzwQrZv386pp54KwKJFi1iwYAHvvvtus+9v5syZzJw5s8HbFi9eXG/bhAkT+P7775v9OP6o1FPKpgObgPZ3AtFyj49/Vw5YufaEJGw2m7WBRERERAKIRqBLqzp7aDd6dw0jr6SCN1emWx1HREREJKCcd955fPjhh2zbto2bbrqJW2+9lb179/LVV1/Rv39/q+O1Kxv2b8BjeIgLjaN7eHer4zTL/zZkkFXgJjYimHOHta/sIiIiIv5OBbq0Kofdxm9P6gfAi9/toNzjO8IRIiIiItIc5557LkuXLqW4uJgdO3bw61//mttuu43k5GSro7UrVdO3jIgf0a5GcBuGwdwlOwG4anxvXE69xRMRERFpSXp1Ja3uolE9iIsIJiO/jP+k7rU6joiIiEjA+fbbb7n66qvp3r07jz76KKeeemrATK3SVtZkrwHa3/Qta9LyWLcnH5fDzuXjelkdR0RERCTgqECXVhfsdHDdCX0AeO6b7fh8hsWJRERERNq/zMxMHnzwQQYMGMDFF19MZGQkbrebDz/8kAcffJAxY8ZYHbHd8Bk+1uWsA9rfCURfWWqOPj8/pTsxnYItTiMiIiISeFSgS5u4fFwvIkKcbM8pZuHmLKvjiIiIiLRr5513HgMHDuTHH3/kiSeeYN++fTz11FNWx2q3tudtp7C8kFBnKAM7D7Q6TpNl5pfx2YZMAK6ZlGRtGBEREZEApQJd2kRESBDTJvQG4F+Lt2MYGoUuIiIicrT+97//cd1113H//fdz7rnn4nA4rI7Urq3NXgvA8NjhOO1Oi9M03YIVu/H4DMYmdWFI9yir44iIiIgEJBXo0mamT+pDsNPOuvQ8lu84YHUcERERkXZryZIlFBYWMmrUKMaNG8fTTz/N/v37rY7VblUV6O1p/nO3x8uClWkATJvY2+I0IiIiIoFLBbq0mZhOwVwyJhGAZxdvtziNiIiISPs1fvx4XnzxRTIyMvjtb3/Lm2++Sffu3fH5fCxcuJDCwkKrI7Yr1QV6bPsp0D/bkMn+onLiI4OZMiTB6jgiIiIiAUsFurSpG07si8Nu47uf97N+T77VcURERETatfDwcK699lqWLFnC+vXrufXWW3nwwQeJi4vjl7/8pdXx2oWckhz2Fu3FbrMzPHa41XGabP6yXQBcMa43QQ69rRMRERFpLXqlJW0qsUsYv0zuDsBz32gUuoiIiEhLGThwIA8//DB79uzhjTfesDpOu1E1+vy4zsfRydXJ4jRNs35PPmvS8ghy2Lh0bKLVcUREREQCmgp0aXO/PbkvAJ9uyGDn/mKL04iIiIgEFofDwdSpU/noo4+sjtIuVBXoKbEp1gZphn8v3wXAOcO6ERcRYm0YERERkQDXfk4xLwFjUEIkpw2KY9GWbF74djtzLmw/X5UVERERkcDS3k4gmltczn/W7QNg2oQka8OIiIgEMq8HKkqgorTWZdX1krq3eT0QHAEhUfWX4Eiwawxze6YCXSxx4+R+LNqSzXur93LL6ccRH6mRMyIiIiLStkoqStiSuwWAkfEjLU7TNG/9kE65x8fQHpGM7BVtdRwRkY7JMKC8GEpzoSS35tLjhtDOENYVwrqYlyHRHa88NQzwlIG7CMoLKy+L6q67C83i2TDMY2y2yoNtdS7qbjt0nyaueysaKcEb21Z53VfRQj8Qm1miN1SuN2U5UgHv84G3HLxu8FRdus1tdS5r336Y/QwvOFzgDAZHMDhDwOkyLx2uQ9aDzf2qljrrIWB3tNDP0Foq0MUSo5O6MDapCyt35fLykp3cec7xVkcSERERkQ5mw/4NeA0vCeEJJIQnWB3niLw+g9e+3w3A1ROSsNlsRzhCxM95K6B4PxRnQ0UZhEZDaBfz0hFkdbqGVWUuyoLiHPOyKAuKcmq2lReBPch8DnZn5WUQOJy1th+yXr3t0GMauQ+70yz3POU1xZm3oqYEq1pq3+4pP+S2ymO87kP2rXUs1OSrzuCqtc1Vmc/VwD6V2+219m3sfpyhEBTStMuWLqN9XijNq1+GH3p56DZvedPu32Y3S/TapXpol5rrdbZVrod2bpvi0eerKVGrC9bKpaK0suyuXYAX1irCG1qvVZAb3tbP32ZsEBQGQaG1Lg+57ggyn3dZft3FUwoY4M43l/yjfPyqAt5mq194t1jR3wpsjsYL+IThMPVfVidsEhXoYpkbJ/dj5bxcXv9+NzMm9ycqzE9fIImIiIhIQFqTvQaAEbHtY/qWRZuz2JtXSuewIM5L7m51HJGGlRdDUXZNMV6cY5bLda5XrpcebPx+XBFmiRgaXXnZxCXoKL7d7PNCyQEzd51iPLv+tpIDR/2jkRbicNUq1EPM8rIplxWltcrwAzXXy/IB4+iz1C6+ncHm73XJASg5aBamhs98rNJcaPKvj63mA6XaJXtVuW4YleVpmflBh6es1noDZbjHfcg+lZdtUby6OplLcNVlRM16UJj5QUHVKPSqP4cjrtO8/W0OcNUuwMMaKcIbKcmdwbVGtzeTxw1lBbVK9bz6JXud5ZDbPWXUKeCbwuGqHAne2GVwrRHmtUeaV95ud9SU8w39LnnddX/X6uxTZv7OV/8ReaGi2FwOFRR+dD9TC6hAF8tMHhjLoIQItmQW8ur3u5h56gCrI4mIiIhIB5KanQpASlyKpTma6t/LzdHnl4zpRUhQYHwlWtoBwzALweKcymI8p2apvV5VmjdUkhyOzQHhMWZRVZpXU2aWF5pLflrz7i8o7JBSPbrmenAkuAtqFePZNcV+7cKnSZljoVNc5RJvXoZXrrs6mcWktwJ8nsrLhtY9jWwvP8xtldt9nlojuKtKMFflNletUqyR26uKs+p1V03p5giquR0qR6mXV+Yor1yvnfXQ9cr9qvI3dnzVPlVlrqfMLLk9ZZVTadTaVrvorRoh39QysamCIyunXzlklHj1ZedD1ruAK/zwxaqn3Pz7U1pZ2leV9yUHahXttbfVKvRLD5pL7vaWfZ6NstWdhiMoxPwgKziiVvndqXJbE9ddnTre9DWHcgZDp1hzORoVZea/W1WFuuE7pPwOqV+IW/0NNa/nkNK9gQ9vvG7z96OdUIEulrHZbNw4uR83v5nK3KW7uO6EvoS69EZARERERFqf1+dlXc46oH3Mf74tu5Al2/Zjt8EV43pZHUcClbcCcrZAxjpz2ZcKWRvMMrM5nCGVZXKsWTRXlc31rsdVTlVRq2Dzec2SqPRg5bQaB4+w5NZcN3w1J/Yr2NvMJ28zS9OqMrxqCY87ZFu8WZx29FKwrfm8tcr1o7wMCm2gFK9VjrfGtEFOF0TEm0tTeT21yvUD9cv30jyzIK0qTuvNO93APNT15q121T/eEWR98Sr1BYWYS6c4q5M0ncNpLq72M8L8SFSgi6XOHdaNf3yxlfTcUt5elc7VE5OsjiQiIiIiHcC2vG0UVRQRHhTOgGj//yZk1ejz046PJ7FLmMVpJCBUlEH2psqyPNW8zNpkjgpsSEiUWSaHx9YqxuPqXg+PqRmBfbRFnN1ROQK4S/OO8/nMEeuNFu155tQIwZENF+NhMWbhI/7J7jBHNQe3nxGrR83hPLYRyyLS4vS/g1jK6bDzm5P6cc+HG3jh2x1cPq4XQQ59ki8iIiIirWtt9loAhscMx9EWJ2o7BoVlFby3eg9gnjxUpNnKiyFrY82o8ox1kLPZnFLjUMFR0G04dEuGbinm9c5J5ihVf2a3myV/SJSZV0REpIWoQBfLXTyqJ09++RN780r577p9XDiyp9WRRERERCTAVRXoI+L8/wSi76/ZS3G5l36x4Uzq39XqOOLvygogc33NqPKMdbD/p4bn+A7tAt1TKsvyyqVzH03jICIiUosKdLFcSJCDa0/ow8OfbeW5b7YzNaUHdrtesImIiIhI66k6geiIeP8u0A3DYP7yXQBcPTEJm4pNqa0kFzJ/rBlVnrGu8RMOdkqoW5R3S4aonirLRUREjkAFuviFK8f35tmvt/NTVhFfbcnm9MHNOMGGiIiIiEgzZBZnsq94Hw6bg+Exw62Oc1hLtx1gR04xnYKd+qZmR+fzmnOWp680lz0rIXdHw/tGJdYvyyMS2javiIhIgFCBLn4hMiSIK8b35rlvtvOvxds47fg4ja4RERERkVZRNfr8uM7HERbk3yfkrBp9ftHIHnQK1tu3DqUkF/asMovy9BWwdw2UF9Xfr3OfQ8ryFAjXVD8iIiItRa/AxG9ce0ISc5fuZE1aHit35jKur170iYiIiEjLay/zn6fnlrBocxYAV+nkoYHN54OcLZVleeVy4Of6+7kioOcoSBwHPcea10M7t31eERGRDkQFuviNuIgQLh7Vk9dXpPHsN9tVoIuIiIhIq6gu0P18/vPXVuzGZ8AJ/WPoH9fJ6jjSkkrzYO8qSP/BLM33rAJ3Qf39uvY3i/LEyiV2ENgdbR5XRESkI1OBLn7lNyf15Y2VaSzemsOmfQUM7h5pdSQRERERCTB/GvMnVmetZnT8aKujNKqswstbP6QD5slDpR3z+czR5FXzlqf/YI42x6i7X1A49BhZWZaPg55jIKyLJZFFRESkhgp08Su9u4Zz7vDu/HfdPp79ZjtPXebfo4JEREREpP0ZkzCGMQljrI5xWB+t20deSQU9okM5dVCc1XGkufashu2LKkvzH6Asr/4+nfuYZXnPMWZhHjcYHHqLLiIi4m/0v7P4nd+d3Jf/rtvHJz/u47Yzj6N313CrI4mIiIiItBnDMJi/bBcAV03ojcNuszaQNF1eOnxxN2z6sO52Z6g5urznmMrSfCx0irUkooiIiDSPCnTxO0O6RzF5YCyLt+bwwrc7+L8LhlkdSURERESkzaxJy2PjvgKCnXYuGZ1odRxpiooyWP4UfPsoeErBZofjz4Pek8zSPGEYOIKsTikiIiJHQQW6+KUbT+7H4q05vLN6DzefNoC4yBCrI4mIiIiItImq0ee/TO5O53CXtWHkyLZ+Bp/9GQ7uMtd7TYRzHjZLcxEREWn37FYHEGnI2D5dGNW7M+UeHy98u8PqOCIiIiIibSK7oIxP12cAOnmo3zuwHV7/NbxxiVmeR3SDC1+C6Z+qPBcREQkgKtDFL9lsNmae2h+A11ekcaDIbXEiEREREZHW98bKdDw+g1G9OzO0R5TVcaQh5cWw6AH413j4+XOwB8Gk/2/v3uOiqvM/jr9nuKMCInLxys0U84aSiFai2SLtttnaxV1LpNXMS1lstdlmabbrtrltZqZupZaltvbTdrWyjNIKL5hmXkLKu6agpoLckZnfHyPowKCWwAHm9Xw4D+d8z/fM+Zw5DI8vn/Odz5koTdgsdbtTMlGzHgCAxoQEOuqt+GtaqlsbXxWWlumNr/YbHQ4AAABQq0rLLHpn00FJ0oi49gZHgyqsVmnncumV66Qv/ymVlUgRA6VxG6Sbn5U8mhkdIQAAqAUk0FFvmUwmTRhgm4X+1oaDOlNQYnBEAAAAQO35eFeWjp8tVkBTDyV2CTE6HFzseIb05q3Se8lS7o+SXzvp7neke5ZLAR2Mjg4AANQiEuio127uHKROwc2UV3xOC9IOGB0OAAAAUGveWm+bff6H2HZyd+VPtXqhKEdaPUma00868KXk6inFT5LGp0tRv6FcCwAAToBRGeo1k8mkBwfaZnQsSNuvs0WlBkcEAAAA1LzvjuYq/cApuZpNGh7bzuhwYLFI2xZLs3pJG1+VrGVSp9/YEufxT0huXkZHCAAA6ggJdNR7iV2CFRnYVLlF5/TWhoNGhwMAAADUuLc2HJAkJXQJVpCPp7HBOLuj30jzfyW9P1bKPyG16GAr1TLsHak5tekBAHA2hibQv/jiC916661q1aqVTCaT3n///ctus3btWvXs2VMeHh6KjIzUwoULaz1OGMtsvlAL/fUv96mg5JzBEQEAAAA150xBid7f9qMkKSku1NhgnFn+T9LKidK/B0hHNkvuTW03Bx27Xoq8yejoAACAQQxNoOfn56t79+6aPXv2FfXfv3+/fv3rX2vAgAHatm2bHn74YY0aNUoff/xxLUcKo/2mW4jat/DW6YJSvbPxkNHhAAAAADVm2ddHVFRqUVSIj64LbW50OM7HUialvybN6iltWSjJKnW9S5rwtdRvouTqbnSEAADAQIYm0BMTE/Xcc8/p9ttvv6L+c+fOVVhYmP75z38qKipKEyZM0B133KF//etftRwpjObqYtb4eNss9Hlf7FNRaZnBEQEAADQ+s2fPVmhoqDw9PRUbG6v09PRq+y5cuFAmk8nu4elJ6ZGfq8xi1aKNtjKFSXHtZeKmlHXr0Ebp3/2lDx+Vis5IQV2k5I+koa9JPiFGRwcAAOqBBlUDfcOGDRo0aJBdW0JCgjZs2GBQRKhLt/dsrdZ+XjqZV6yl6cxCBwAAqEnvvvuuUlJS9Mwzz2jr1q3q3r27EhISdPz48Wq38fHx0bFjxyoeBw9yv5qfa933x3XoVIF8PF11W4/WRofjPM5mScvvl+YnSFk7JE9f6ZYZ0v3rpPZ9jY4OAADUIw0qgZ6VlaWgoCC7tqCgIOXm5qqwsNDhNsXFxcrNzbV7oGFyczFrbHyEJGnuun0qPscsdAAAgJry4osvavTo0UpOTlbnzp01d+5ceXt7a/78+dVuYzKZFBwcXPGoPFbH5S1cb7vocPd1beXl7mJwNE6g+Ky0fpY0q5e0/V1JJqlnkvTgVqn3aMnF1egIAQBAPdOgEui/xPTp0+Xr61vxaNu2rdEh4SrcGdNGwT6eysot0ntbjhgdDgAAQKNQUlKiLVu22H3b02w2a9CgQZf8tmdeXp7at2+vtm3b6rbbbtOuXbsuuR8mt9jbdyJPX3x/QiaTdE+f9kaH03id2idtnCu9NUR6Pkz65CmpJE9q3UsanSr99mWpSYDRUQIAgHqqQSXQg4ODlZ2dbdeWnZ0tHx8feXl5Odxm0qRJysnJqXgcPny4LkJFLfFwddGY/uGSpDlr96q0zGJwRAAAAA3fyZMnVVZW5vDbnllZWQ636dixo+bPn6///ve/evvtt2WxWNS3b18dOVL9JAcmt9grr30+oGOg2rdoYnA0jUhZqXTgK1ui/JXe0svR0uo/S/s+lyylkn+49NtXpD9+akuiAwAAXEKD+n5aXFycPvzwQ7u2NWvWKC4urtptPDw85OHhUduhoQ4Nu66dZn++R0dOF+r9b37UnTHO/YcXAACAEeLi4uzG4X379lVUVJTmzZunadOmOdxm0qRJSklJqVjOzc112iR6fvE5vfe17WJDUt9QY4NpDApOSXs+lb5fbfu/KOfCOrOr1C5OuiZBumaw1CJS4matAADgChmaQM/Ly9OePXsqlvfv369t27bJ399f7dq106RJk/Tjjz/qrbfekiQ98MADeuWVV/T444/rvvvu02effab//Oc/+uCDD4w6BBjAy91Fo28I1/SPduvVtXv1u55t5GJmAAwAAPBLBQQEyMXFxeG3PYODg6/oNdzc3BQdHW03vq+MyS0XrPjmR50tPqewgCa6IZLyIT+b1Sodz7AlzL//WDqSLlkv+naql7/U4Ve2pHnEQMnLz7BQAQBAw2ZoAv3rr7/WgAEDKpbLZ6MkJSVp4cKFOnbsmA4dOlSxPiwsTB988IEeeeQRzZw5U23atNHrr7+uhISEOo8dxrqnT3vNXbdX+0/ma9X2o7qtR2ujQwIAAGiw3N3d1atXL6WmpmrIkCGSJIvFotTUVE2YMOGKXqOsrEw7duzQLbfcUouRNg5Wq1VvbTggSbq3T3uZ6/tkEItFOpEhuXpKTYMkj6bGxFFaJB348nzS/BMp55D9+qAutoR5hwSpTYxk5qasAADg6hmaQI+Pj5fVaq12/cKFCx1u880339RiVGgImni46o/Xh2nGJ9/rlc/26NZurer/Hx4AAAD1WEpKipKSkhQTE6PevXvrpZdeUn5+vpKTkyVJI0aMUOvWrTV9+nRJ0rPPPqs+ffooMjJSZ86c0QsvvKCDBw9q1KhRRh5Gg7Bh30/6PjtP3u4uGtqrjdHhVO9slvTN29I3i6TTBy60uze1JdKbBZ//P0RqFiQ1Dbb/39Pv6kul5B6VfvjENst831qptODCOldPKezGC0lzP+csBwQAAGpXg6qBDlxsRN9Q/fuLffrheJ5W78rSLV1DjA4JAACgwbr77rt14sQJPf3008rKylKPHj20evXqihuLHjp0SGazuaL/6dOnNXr0aGVlZal58+bq1auX1q9fr86dOxt1CA3GW+ttNw+9Pbq1fL3cDI6mEkuZ9MMaaeubtqS1tczW7uYtySSV5ksledKpPOnU3ku/lqun1DSwUmL9/OPiNu8WUvnPlsUiHf3m/Czz1VLWdvvXbNbqQi3zsBsld+8afwsAAAAuZrJeagp4I5SbmytfX1/l5OTIx8fH6HBwlV5c871eTv1BUSE++vCh62XiZkAAAKCeYfxZPWd8b348U6gbnv9MFqv08cM3qmNwM6NDsjlzSNq6yDbj/OzRC+1t+0i9kqTOQ2zJ6uKz0tlsKS/LNkM9L/ui/49dWHfxTTwvx+wqNQm0JdRzjkj5Jy5aaZJa97IlzK9JkIK7cgNQAADwi/zSsScz0NGg3dcvVG98uU8Zx3KVmnFcgzoHGR0SAAAAUK3Fmw7KYpXiwlsYnzwvK5UyP5S2vCnt/UzS+blVXv5S999LPUdIgZ3st/FoZnsERF76tUsLzyfVy5Ptlf8//yg4KVnO2ZL25Yl792ZS5EBb0jzyZqlpyxo/dAAAgCtFAh0Nmp+3u+6NC9XcdXs167MfdFNUILPQAQAAUC8VlZZpSfphSVJS3/bGBfLTXluJlm2L7Wd7h/W3zTbv9BvJ1ePq9uHmJTUPtT0upaxUyjt+Ibnu0dQ2693V/er2DwAAUENIoKPBG3VDmBau369vj+Toix9Oqv81zFABAABA/fPhjmM6lV+iEF9PDYqq429OlhZJGSttifMDX15obxok9Rgu9bxX8g+v25gkycVN8m1tewAAANRDJNDR4AU09dDw2PZ646v9mpX6g27sEMAsdAAAANQ7b64/IEm6p097ubqYL925phzPsJVo2b5UKjxtazOZpchBUs8kW11xl3p2I1MAAIB6hAQ6GoUxN4Zr0caD+vrgaW3Y95P6RgQYHRIAAABQYdvhM/r2SI7cXcy6+7q2tbuzknxp53LbbPMjmy+0+7SxzTSPvkfybVO7MQAAADQSJNDRKAT6eGrYdW311oaDeuWzPSTQAQAAUK+8dX72+W+6hSig6VXWF6/O0W9ss813vCeVnLW1mV2ljolSz5FSxADJ7FI7+wYAAGikSKCj0RjTP0JL0g9p/d6ftOXgKfVq7290SAAAAIBO5hVr1fZjkqSkvqE1++JFudKO/9gS51nbL7T7h0s9R0jd/yA1q+N66wAAAI0ICXQ0Gq39vDS0Zxst3XxYL6fu0Zv39TY6JAAAAEDvbj6skjKLurf1U/e2fjXzoj/tldL/LX3ztlSSZ2tzcZeifiv1SpLaXy+Z66jOOgAAQCNGAh2Nyrj4SC3bckTrvj+hbw+fqbk/UAAAAIBf4FyZRW9vPChJSoprf3UvZrVK+9dJG+dK36+WZLW1B3SUeo2Uug+TvPkWJgAAQE0igY5GpV0Lb93Wo5WWb/1Rsz7bo9eTYowOCQAAAE5szXfZOpZTpBZN3HVL15Bf9iKlhdL2/0ib5krHv7vQ3iFB6vOAFD5AMplqJmAAAADYIYGORmf8gEit+OZHfZqRre+O5qpzKx+jQwIAAICTenPDAUnSsN5t5en2M2/gmXtU2vy69PUCqfCUrc2tiRQ9XOo9RgqIrNlgAQAAUAUJdDQ6ES2b6jfdWmnlt0c1+/M9mj28p9EhAQAAwAllZp3Vxn2n5GI2aXjszyjfcuRraeMc6bv3Jcs5W5tfO1vSPPoeycuvNsIFAACAAyTQ0SiNHxChld8e1Yc7j2nP8bOKDGxmdEgAAABwMm+dn33+q85BauXndenOZaXSd/+1lWk5svlCe/vrbWVaOt4imX/mDHYAAABcNRLoaJQ6Bfso4dogfbwrW698tkcvDYs2OiQAAAA4kZzCUi3f+qMkaURcaPUdC05JWxZI6a9LZ4/a2lzcpa53SrEPSCHdaj9YAAAAVIsEOhqtBwd20Me7svW/b49q4qBrFBbQxOiQAAAA4CQ+/S5bhaVl6hDYVH3C/at2OJ5hK9Oy/V3pXJGtrUmgdN0oKSZZahpYtwEDAADAIRLoaLS6tPbVwE6B+mz3cb36+R69cGd3o0MCAACAk0jbe1KSNKhzkEwmk63RYpF++ETaNEfat/ZC55DuUp9x0rW3S64edR8sAAAAqkUCHY3agwMj9dnu41rxzY966KYOauvvbXRIAAAAaOSsVqvS9tgS6P0iAqTis9K2xdKmedKpvbZOJrMUdasUO1Zq10cqT7IDAACgXiGBjkYtul1z3dAhQF/+cFJz1u3V327vanRIAAAAaOT2nshXdm6xwl1Pqs8PM6T33pGKc20rPX2lnklS79GSXztjAwUAAMBlkUBHo/fgwA768oeTeu/rI3pwYKRCfL2MDgkAAACN2Pq9JxVn3qW3XP8h1/RSW2OLDlKfB6Tuv5fcuTcPAABAQ2E2OgCgtvUO81fvMH+VlFk0b90+o8MBAABAI/dN5n79022O3FQqtYuThv+fND7ddoNQkucAAAANCgl0OIWHBnaQJC1JP6TjZ4sMjgYAAACNVZnFqpsPvKBWplMq8gmT7vk/qcMgycyfXgAAAA0Rozg4hX6RLRTdzk/F5yx6/cv9RocDAACARurIF2/pFqXpnNUs1zteY8Y5AABAA0cCHU7BZDJVzEJ/e+NBncovMTgiAAAANDo5RxT85ZOSpA+a3yvXdtcZHBAAAACuFgl0OI34ji3VtbWvCkrK9MZX1EIHAABADbJYpBUPyKMsT99YInWm14NGRwQAAIAaQAIdTsNkMmnCwEhJ0pvrDyqnoNTgiAAAANBobHxVOvClCqweeqR0rPpeE2x0RAAAAKgBJNDhVG6OClLHoGbKKz6nhesPGB0OAAAAGoPsXVLqVEnStHP3qKBpqCIDmxocFAAAAGoCCXQ4FbP5wiz0+Wn7dbaIWegAAAC4CqVF0v+NlspKtLf59VpSNlB9I1rIZDIZHRkAAABqAAl0OJ1buoYovGUT5RSWatHGg0aHAwAAgIbss2nS8V2Sd4CeNY+VZFLfyACjowIAAEANIYEOp+NiNmnCANss9Ne/3K+CknMGRwQAAIAGaf8X0obZkqSCxJf05VHbrPN+JNABAAAaDRLocEq/7d5K7Vt461R+iRZvOmR0OAAAAGhoCs9IK8ZKsko9k5Tm0lsWqxQW0ESt/byMjg4AAAA1hAQ6nJKri1nj4iMkSfO+2Kei0jKDIwIAAECD8uGjUu4RyT9cSvib0vaclCT1jWhhcGAAAACoSSTQ4bRuj26j1n5eOnG2WEvTmYUOAACAK7TjPWnHMsnkIt3+b8mjqdbvtSXQKd8CAADQuJBAh9NydzVr7PlZ6C9/tkc5haUGRwQAAIB6L+eI9EGK7fmNj0ptr9Pxs0X6PjtPJpMUF84MdAAAgMaEBDqc2rDr2ioysKlO5Zdo9ud7jA4HAAAA9ZnFIr0/VirKkVr1lG58TJK0fs9PkqTOIT5q3sTdyAgBAABQw1yNDgAwkquLWX/5dZSSF2zWwrQDGh7bTu1bNDE6LAAAANRHm+ZI+7+Q3Lyl370mubhJUkX98+sp3wIAQJ0oKytTaSmVBFCVu7u7zOaanTNOAh1OL/6alrqhQ4C+/OGk/v7Rbs25p5fRIQEAAKC+yf5O+nSq7fmvnpMCIiVJVqtV6/faZqD3JYEOAECtslqtysrK0pkzZ4wOBfWU2WxWWFiY3N1r7luBJNDh9Ewmk576dWclzvxCH+3M0qZ9PymW2pUAAAAod65YWj5aKiuWOiRIMfdVrDr4U4F+PFMoNxeTrgttbmCQAAA0fuXJ88DAQHl7e8tkMhkdEuoRi8Wio0eP6tixY2rXrl2N/XyQQAckdQxupt/3bqd3Nh3Scx9k6L/j+8ls5pcwAAAAJH32nJS9U/JuIf12lnTRH2Npe23lW6LbNZe3O39eAQBQW8rKyiqS5y1aMPERjrVs2VJHjx7VuXPn5ObmViOvyU1EgfMeufkaNfNw1Y4fc7Timx+NDgcAAAD1wYGvpPWzbM9/O0tqFmS3urz+eb8IyrcAAFCbymuee3t7GxwJ6rPy0i1lZWU19pok0IHzApp6aPxAWy3Lf3y8WwUl5wyOCAAAoG7Nnj1boaGh8vT0VGxsrNLT069ou6VLl8pkMmnIkCG1G2BdK8qRVjwgySpF3yt1+rXdaovFqg3n65/3i2QmHAAAdYGyLbiU2vj5IIEOXGRk31C19fdSdm6x5q3bZ3Q4AAAAdebdd99VSkqKnnnmGW3dulXdu3dXQkKCjh8/fsntDhw4oEcffVQ33HBDHUVahz58TMo5LDUPlQZPr7L6u2O5Ol1QqibuLure1q/OwwMAAEDto0gfcBFPNxc9MThK4xdv1bwv9ur3vdsp2NfT6LAAAABq3YsvvqjRo0crOTlZkjR37lx98MEHmj9/vp544gmH25SVlWn48OGaOnWqvvzyS505c6YOI65lO5dL29+VTGbpd69JHs2qdFl/vv55bHgLubkwNwkAAFS1bt06jRkzRp6e9vkli8Wi/v37a9asWYqNjVVxcXGVbfPy8rRr1y55eHjYtYeGhurgwYPV7jMpKUkLFy6skfgv9tBDDyktLU07d+5UVFSUtm3bdsn+zz//vBYtWiRXV/sUdElJif7yl7+oT58+SkxMdFiWJywsTCtWrNDtt9+u/fv3V1lfUFCgjz76SBEREVd1TFeCBDpQyS1dg3VdaHNtPnBa//h4t168q4fRIQEAANSqkpISbdmyRZMmTapoM5vNGjRokDZs2FDtds8++6wCAwP1xz/+UV9++eVl91NcXGz3x2Fubu7VBV5bco9Kqx6xPb/hT1Lb3g67pe2xlW/pG0H5FgAA4FhhYaGGDRumKVOm2LUfOHCgYpKCyWRymIyOj4+X1Wqt0r558+aKGt/r16/X0KFDlZmZKR8fH0mSl5dXzR7ERe677z5t2rRJ27dvv2zf06dP65VXXlF8fLxd+8KFC3X27FmVlpaqb9++DpP9ffr0kSQdO3bM4XszcuTIirr4tY1pEkAlJpNJT/26syRp+dYftf3IGWMDAgAAqGUnT55UWVmZgoLsb5AZFBSkrKwsh9t89dVXeuONN/Taa69d8X6mT58uX1/fikfbtm2vKu5aYbFI74+Vis5IraKl/n922K3knEXp+09JkvpFcgNRAABQd1q2bKng4GAFBwfL399fkhQYGFjRtnjxYkVERMjd3V0dO3bUokWL7LY3mUyaM2eOEhMT5eXlpfDwcL333nuX3e/LL7+s8ePHKzw8vFaOq74igQ440L2tn26Pbi1Jem5VhsOrfQAAAM7q7Nmzuvfee/Xaa68pIODKk8eTJk1STk5OxePw4cO1GOUvlD5P2rdWcvWylW5xcXPY7ZtDp1VYWqYWTdzVMahqeRcAAAAjrFixQhMnTtSf/vQn7dy5U2PGjFFycrI+//xzu36TJ0/W0KFD9e2332r48OEaNmyYMjIyDIq6fqOEC1CNxwd31Ec7jyn9wCmt3pmlxK4hRocEAABQKwICAuTi4qLs7Gy79uzsbAUHB1fpv3fvXh04cEC33nprRZvFYpEkubq6KjMz02E9Sg8Pjyo1POuV4xnSmmdszxOekwI6VNs1be/58i2RATKbTXURHQAAqMRqtaqwtMyQfXu5uchkqn9jgBkzZmjkyJEaN26cJCklJUUbN27UjBkzNGDAgIp+d955p0aNGiVJmjZtmtasWaNZs2bp1VdfNSTu+owEOlCNEF8v3X9jhF5O/UHTP9qtgVGB8nB1MTosAACAGufu7q5evXopNTVVQ4YMkWRLiKempmrChAlV+nfq1Ek7duywa3vqqad09uxZzZw5s36WZrmcc8XS/42WyoqlDr+SYv54ye7r99huINqP+ucAABimsLRMnZ/+2JB9f/dsgrzd619qNSMjQ/fff79dW79+/TRz5ky7tri4uCrL5bXGExMTK+5v0759e+3atav2Am4A6kUJl9mzZys0NFSenp6KjY1Venp6tX0XLlwok8lk96h8F1ugpoy5MVyBzTx06FSB3lx/wOhwAAAAak1KSopee+01vfnmm8rIyNDYsWOVn5+v5ORkSdKIESMqbjLq6empLl262D38/PzUrFkzdenSRe7u7kYeyi/z+V+l7B2Sdwvpt69Il5hRll98TtsOn5FE/XMAAND4vP7669q2bZu2bdumDz/80OhwDGf4ZZJ3331XKSkpmjt3rmJjY/XSSy8pISFBmZmZCgwMdLiNj4+PMjMzK5br49cl0Dg08XDVYwkd9dh72zUrdY+G9myjFk3r8deOAQAAfqG7775bJ06c0NNPP62srCz16NFDq1evrrix6KFDh2Q214v5NzXvwFdS2su257e+LDULumT39P2ndM5iVVt/L7X1966DAAEAgCNebi767tkEw/ZdH0VFRSktLU1JSUkVbWlpaercubNdv40bN2rEiBF2y9HR0ZKk1q1b102wDYThCfQXX3xRo0ePrpjZMnfuXH3wwQeaP3++nnjiCYfbmEwmh7UYgdowtGcbvbnhgHb+mKt/ffq9nhvS1eiQAAAAasWECRMclmyRpLVr115y24ULF9Z8QHWhKEda8YAkqxR9jxT1m8tu8lVF+RZmnwMAYCSTyVQvy6gY6bHHHtNdd92l6OhoDRo0SCtXrtTy5cv16aef2vVbtmyZYmJidP311+udd95Renq63njjjUu+9p49e5SXl6esrCwVFhZWlHzp3Llzw/wG4hUydApJSUmJtmzZokGDBlW0mc1mDRo0SBs2bKh2u7y8PLVv315t27bVbbfd5vR1eFC7zGaTnvq17Srd4k2H9H32WYMjAgAAQI358HEp57DUPFQa/Pcr2iTtfAK9L+VbAABAPTNkyBDNnDlTM2bM0LXXXqt58+ZpwYIFio+Pt+s3depULV26VN26ddNbb72lJUuWVJmlXtmoUaMUHR2tefPm6fvvv1d0dLSio6N19OjRWjwi4xl6iebkyZMqKyur+FpouaCgIO3evdvhNh07dtT8+fPVrVs35eTkaMaMGerbt6927dqlNm3aVOlfXFys4uLiiuXc3NyaPQg4hT7hLZRwbZA+3pWtv36QoTfv6210SAAAALhau1ZI25dKJrN0+78lj2aX3eRkXrF2Z9kmVPTlBqIAAMBg8fHxslqtdm1jx47V2LFjL7ldq1at9Mknn/ysfV3uG4mNVYMrYhgXF6cRI0aoR48e6t+/v5YvX66WLVtq3rx5DvtPnz5dvr6+FY+2bdvWccRoLCYlRsnNxaR135/Q2szjRocDAACAq5F7VFr5sO359SlSu9gr2mzD3p8kSZ2CmymAe+MAAAA0eobOQA8ICJCLi4uys7Pt2rOzs6+4xrmbm5uio6O1Z88eh+snTZqklJSUiuXc3FyS6PhFQgOaKCkuVK9/tV9//SBD10cGyNWlwV2DAgAAgMUivT9OKjojhfSQ4h3fe8mR9XvP1z+nfAsAALgCvr6+WrVqlVatWlVlXUKC7Qaofn5+iomJcbh9Q76Je5s2bfToo486XPfkk0/Ky8tLO3fudHjsXbva7kEYFRVV7Xvj5eVVc8FegqEJdHd3d/Xq1UupqakaMmSIJMlisSg1NbXamxdVVlZWph07duiWW25xuN7Dw0MeHswMQc148KYO+r+tR/TD8Twt2XxY9/Zpb3RIAAAA+LnS/y3t+1xy9ZJ+95rk4nbFm6btsc1A7xdJ+RYAAHB5cXFx+vrrry/ZZ/Xq1XUUjU3lki+15VI3qC93ufdmwYIFNRnSL2L4JYyUlBS99tprevPNN5WRkaGxY8cqPz9fycnJkqQRI0Zo0qRJFf2fffZZffLJJ9q3b5+2bt2qe+65RwcPHtSoUaOMOgQ4EV8vNz1y8zWSpH+t+V45haUGRwQAAICf5VyxtOEV2/NfTZNaXnPFmx4+VaBDpwrkajapdxgJdAAAAGdg6Ax0Sbr77rt14sQJPf3008rKylKPHj20evXqihuLHjp0yO6rCqdPn9bo0aOVlZWl5s2bq1evXlq/fv1l7xIL1JTf926nN9cf0N4T+Xr18z2adEuU0SEBAADgSrl6SKM/l7YslK77eZNw0vbYyrf0aOunph6G/ykFAACAOmCy1tWc/XoiNzdXvr6+ysnJkY+Pj9HhoIH6fPdxJS/cLHcXsz5N6a92LbyNDgkAANRTjD+r19DemweXfKOV3x7VQzd1UMrNVz5zHQAAXL2ioiLt379fYWFh8vT0NDoc1FOX+jn5pWNPw0u4AA1RfMeWuqFDgErKLJr+UYbR4QAAAKCWWa1WbSi/gWgE5VsAAACcBQl04BcwmUx66tedZTZJH+3M0qZ9PxkdEgAAAGpRZvZZncwrkZebi6LbNTc6HAAAANQREujAL9QxuJmG9W4nSXrugwxZLE5VDQkAAMCppO2xTZi4Lsxf7q78GQUAAOAsGPkBVyHl5mvU1MNVO37M0YpvfjQ6HAAAANSS8huIUr4FAADAuXDreOAqBDT10PgBkXp+9W794+PdSuwaLG93PlYAAACNSWmZpaJkX7/IAIOjAQAADcm6des0ZsyYKje0tFgs6t+/v2bNmqXY2FgVFxdX2TYvL0+7du2Sh4eHXXtoaKgOHjxY7T6TkpK0cOHCGon/Yg899JDS0tK0c+dORUVFadu2bZfs//zzz2vRokVydbXPlZWUlOgvf/mL+vTpo8TERHl7e1fZNiwsTCtWrNDtt9+u/fv3V1lfUFCgjz76SBEREVd1TFeCTB9wlZL7heqdTQd15HSh/v3FPj086BqjQwIAAEAN2n7kjPJLytTc202dQ3yMDgcAADQghYWFGjZsmKZMmWLXfuDAAT3xxBOSbPfac5SMjo+Pl9VatWTw5s2bVVZWJklav369hg4dqszMTPn42MYpXl5eNXsQF7nvvvu0adMmbd++/bJ9T58+rVdeeUXx8fF27QsXLtTZs2dVWlqqvn37Okz29+nTR5J07Ngxh+/NyJEjVVpa+ksO4WejhAtwlTzdXDQpMUqSNG/dPmXlFBkcEQAAAGpSef3zuIgWMptNBkcDAACcXcuWLRUcHKzg4GD5+/tLkgIDAyvaFi9erIiICLm7u6tjx45atGiR3fYmk0lz5sxRYmKivLy8FB4ervfee++y+3355Zc1fvx4hYeH18px1Vck0IEacEvXYMW0b67C0jL94+PdRocDAACAGlRe/7xvBOVbAACoV6xWqSTfmIeDmeH1wYoVKzRx4kT96U9/0s6dOzVmzBglJyfr888/t+s3efJkDR06VN9++62GDx+uYcOGKSMjw6Co6zdKuAA1wGQyafJvOuu22WlavvVHjewbqm5t/IwOCwAAAFepoOScth46LYn65wAA1DulBdLfWhmz7yePSu5NjNn3JcyYMUMjR47UuHHjJEkpKSnauHGjZsyYoQEDBlT0u/POOzVq1ChJ0rRp07RmzRrNmjVLr776qiFx12fMQAdqSPe2fro9urUk6blVGQ5rVAEAAKBh2XzgtErLrGrl66nQFlVvcAUAAFCfZGRkqF+/fnZt/fr1qzK7PC4urspyeZ/ExEQ1bdpUTZs21bXXXlu7ATcAzEAHatBjCR310c5jSj9wSqt3Zimxa4jRIQEAAOAqrD9fvqVfZIBMJuqfAwBQr7h522aCG7XvRur1119XYWGhJMnNzc3gaIzHDHSgBrXy89L9N9hupDD9o90qPldmcEQAAAC4Gml7LyTQAQBAPWMy2cqoGPGopxfWo6KilJaWZteWlpamzp0727Vt3LixynJUVJQkqXXr1oqMjFRkZKTat29fuwE3AMxAB2rYmP4RWrr5sA6dKtCb6w/o/hsjjA4JAAAAv8CZghLtOporSeob0cLgaAAAAC7vscce01133aXo6GgNGjRIK1eu1PLly/Xpp5/a9Vu2bJliYmJ0/fXX65133lF6erreeOONS772nj17lJeXp6ysLBUWFmrbtm2SpM6dO8vd3b22DslwJNCBGtbEw1WPJnTU4+9t16zUPRras41aNPUwOiwAAAD8TBv2/iSrVeoQ2FSBPp5GhwMAAHBZQ4YM0cyZMzVjxgxNnDhRYWFhWrBggeLj4+36TZ06VUuXLtW4ceMUEhKiJUuWVJmlXtmoUaO0bt26iuXo6GhJ0v79+xUaGlrTh1JvkEAHasEdPdvozfUHtOtorl769AdNG9LF6JAAAADwM321h/ItAACgfouPj5fVarVrGzt2rMaOHXvJ7Vq1aqVPPvnkZ+1r7dq1Pze8RoEa6EAtMJtNeurXtqt2i9MP6YfsswZHBAAAgJ9r/d6fJJFABwAAcGbMQAdqSVxEC/2qc5A++S5bz32QoTfv6210SAAAALhCR88Uav/JfJlNUmy4v9HhAACABsrX11erVq3SqlWrqqxLSEiQJPn5+SkmJsbh9mZzw53/3KZNGz366KMO1z355JPy8vLSzp07HR57165dJdluilrde+Pl5VVzwV4CCXSgFj15S5Q+zzyudd+f0NrM44rvGGh0SAAAALgCaefLt3Rr4ycfTzeDowEAAA1VXFycvv7660v2Wb16dR1FY1O55EttmTBhgiZMmHDJPpd7bxYsWFCTIf0iDfcSBtAAhAY0UVJcqCTp2ZXf6WResbEBAQAA4IpcKN/SwuBIAAAAYCQS6EAte3BgB7Vs5qF9J/N119wNOnK6wOiQAAAAcAlWq7ViBnq/COqfAwAAODMS6EAt8/V207v391FrPy/tO5mvO+du0J7j3FQUAACgvtpzPE/HzxbLw9Wsnu2bGx0OAAAADEQCHagD4S2b6r2xcYpo2UTHcop059wN2nb4jNFhAQAAwIHy2efXhfrL083F4GgAAABgJBLoQB0J8fXSsgf6qnsbX50uKNUfXttY8ccZAAAA6o+08/XP+1L/HAAAwOmRQAfqkH8Td70zuo/6RbZQQUmZkhds1uqdx4wOCwAAAOedK7No477zNxCl/jkAAIDTI4EO1LGmHq6aP/I6Db42WCVlFo17Z6ve3XzI6LAAAAAgaefRXJ0tOicfT1d1ae1rdDgAAAAwmKvRAQDOyMPVRbOH99STy3fo3a8P68//t0NnCko1pn+E0aEBAAA4tfISe33CW8jFbDI4GgAA0NCtW7dOY8aMkaenp127xWJR//79NWvWLMXGxqq4uLjKtnl5edq1a5c8PDzs2kNDQ3Xw4MFq95mUlKSFCxfWSPwXM5mqjo2WLFmiYcOGOez/4IMPat26dTKb7edwFxUVad68eZJU4+9NbSCBDhjExWzS34d2lV8TN81bt0/TP9qtUwUlemJwJ4e/kAAAAFD7yhPo/SIp3wIAAK5eYWGhhg0bpilTpti1HzhwQE888YQkW2J627ZtVbaNj4+X1Wqt0r5582aVlZVJktavX6+hQ4cqMzNTPj4+kiQvL6+aPYiLLFiwQIMHD65Y9vPzq7bviRMn9L///U+hoaF27VOmTFFhYaEk1fh7Uxso4QIYyGQyaVJilJ5I7CRJmrdunyYt36EyS938AgAAAMAFRaVl+vrgaUkk0AEAQP3VsmVLBQcHKzg4WP7+/pKkwMDAirbFixcrIiJC7u7u6tixoxYtWmS3vclk0pw5c5SYmCgvLy+Fh4frvffeu6J9+/n5VewnODi4yuzxxogEOlAPPNA/Qn//XVeZTdLSzYc1YfFWFZ8rMzosAAAAp7Ll4GmVnLMoyMdDES2bGB0OAAC4DKvVqoLSAkMedTX7+edasWKFJk6cqD/96U/auXOnxowZo+TkZH3++ed2/SZPnqyhQ4fq22+/1fDhwzVs2DBlZGRc9vXHjx+vgIAA9e7dW/Pnz6+370NNooQLUE8M691Ovl5umrh0mz7amaWzC7/WvHt7qYkHH1MAAIC6UFG+JSKAknoAADQAhecKFbs41pB9b/rDJnm7eRuy70uZMWOGRo4cqXHjxkmSUlJStHHjRs2YMUMDBgyo6HfnnXdq1KhRkqRp06ZpzZo1mjVrll599dVqX/vZZ5/VwIED5e3trU8++UTjxo1TXl6eHnroodo9KIMxAx2oRxK7hmj+yOvk7e6ir/ac1B9e36TT+SVGhwUAAJzE7NmzFRoaKk9PT8XGxio9Pb3avsuXL1dMTIz8/PzUpEkT9ejRo8rXgxuatL0/SZL6Ur4FAAA0UBkZGerXr59dW79+/arMLo+Li6uyXN4nMTFRTZs2VdOmTXXttddW9Jk8ebL69eun6Oho/fnPf9bjjz+uF154oZaOpP5gaitQz1zfIUCLR/dR8oJ0fXv4jO6ct0GL/thbIb61dwMIAACAd999VykpKZo7d65iY2P10ksvKSEhQZmZmQoMDKzS39/fX3/5y1/UqVMnubu7a9WqVUpOTlZgYKASEhIMOIKrk1NYqh1HzkiS+kW2MDYYAABwRbxcvbTpD5sM23dj9frrr1fc5NPNza3afrGxsZo2bZqKi4vl4eFRV+HVOWagA/VQj7Z+WvZAnIJ9PLXneJ7umLNB+07kGR0WAABoxF588UWNHj1aycnJ6ty5s+bOnStvb2/Nnz/fYf/4+HjdfvvtioqKUkREhCZOnKhu3brpq6++quPIa8bGfT/JYpXCWzZh4gIAAA2EyWSSt5u3IY/6Wu4tKipKaWlpdm1paWnq3LmzXdvGjRurLEdFRUmSWrdurcjISEVGRqp9+/bV7mvbtm1q3rx5o06eS8xAB+qtyMBmem9snO59I137T+brzrkb9OZ9vdWlta/RoQEAgEampKREW7Zs0aRJkyrazGazBg0apA0bNlx2e6vVqs8++0yZmZl6/vnnazPUWrP+ovrnAAAADdVjjz2mu+66S9HR0Ro0aJBWrlyp5cuX69NPP7Xrt2zZMsXExOj666/XO++8o/T0dL3xxhvVvu7KlSuVnZ2tPn36yNPTU2vWrNHf/vY3Pfroo7V9SIYjgQ7UY22ae2vZA3FKmp+uXUdz9ft/b9TrSTGKDedrxQAAoOacPHlSZWVlCgoKsmsPCgrS7t27q90uJydHrVu3VnFxsVxcXPTqq6/q5ptvrrZ/cXGxiouLK5Zzc3OvPvgaUl7/nPItAACgIRsyZIhmzpypGTNmaOLEiQoLC9OCBQsUHx9v12/q1KlaunSpxo0bp5CQEC1ZsqTKLPWLubm5afbs2XrkkUdktVoVGRlZ8Q3Gxo4EOlDPBTT10JL7+2jUm18rff8pjZifrtl/6KlBnYMuvzEAAEAtatasmbZt26a8vDylpqYqJSVF4eHhVf5AKzd9+nRNnTq1boO8Atm5RdpzPE8mk9SHiQoAAKABiY+Pl9VqtWsbO3asxo4de8ntWrVqpU8++eSK9zN48GANHjz4F8XY0FEDHWgAfDzd9NZ9vTUoKkjF5ywa8/YWLd96xOiwAABAIxEQECAXFxdlZ2fbtWdnZys4OLja7cxmsyIjI9WjRw/96U9/0h133KHp06dX23/SpEnKycmpeBw+fLjGjuFqpJ0v39Klla/8vN0NjgYAAAD1CTPQgQbC081Fc+/pqcf/b7uWb/1RKf/5VmcKSnXf9WFGhwYAABo4d3d39erVS6mpqRoyZIgkyWKxKDU1VRMmTLji17FYLHYlWirz8PColzeZSttjK9/Sl/ItAACghvn6+mrVqlVatWpVlXUJCQmSJD8/P8XExDjc3mxuuPOfIyIidMcddzhcV37sDeG9IYEONCCuLmbNuKO7/LzcNT9tv55d9Z3OFJTokZuvqbd3fwYAAA1DSkqKkpKSFBMTo969e+ull15Sfn6+kpOTJUkjRoxQ69atK2aYT58+XTExMYqIiFBxcbE+/PBDLVq0SHPmzDHyMH42q9Wq9XttM9Cvj+QGogAAoGbFxcXp66+/vmSf1atX11E0NpVLvtSWv/71r/rrX/96yT717b1xhAQ60MCYzSZN/k2U/Ju4acYn3+vlz/bodEGppv72WpnNJNEBAMAvc/fdd+vEiRN6+umnlZWVpR49emj16tUVNxY9dOiQ3Syf/Px8jRs3TkeOHJGXl5c6deqkt99+W3fffbdRh/CL7D+Zr2M5RXJ3MSumvb/R4QAAAKCeIYEONEAmk0kTBnaQr7e7nv7vTi3aeFBnCkv1zzu7y9214X61BwAAGGvChAnVlmxZu3at3fJzzz2n5557rg6iql1pe23lW3q295OXu4vB0QAAAKC+IdMGNGD39mmvmcOi5Wo2aeW3RzX6ra/1Q/bZOvsqDgAAQEO3/vwNRPtFUL4FAAAAVTEDHWjgftu9lXw8XTX27a1a9/0Jrfv+hNr6e+mmTkEa2ClQseH+8nBlNhUAAEBlZRar1u8tv4EoCXQAAABURQIdaATiOwZq6f199K9Pv9f6vT/p8KlCLVx/QAvXH5C3u4tu6BCgmzoFKb5TSwU28zQ6XAAAgHrhu6O5yiksVVMPV3Vv42t0OAAAAKiHSKADjUT3tn5amNxbBSXnlLbnJ322O1upGcd1/GyxPt6VrY93Zdv6tfHVwE5BuikqUNe28pHJxI1HAQCAc0rbayvf0ifcX64uVLcEAABAVSTQgUbG291VN3cO0s2dg2SxWPXdsVylZhzXZ7uz9e2RnIrHvz79XkE+HhrYKVADOwWpX2QLebvzKwEAADiPtPP1z/tS/xwAAADVIFsGNGJms0ldWvuqS2tfTRzUQcdzi7Q284RSd2fryx9OKju3WEvSD2tJ+mG5u5rVN6KFbuoUqAGdAtWmubfR4QMAANSa4nNl2nzglCSpH/XPAQBALVm3bp3GjBkjT0/7kroWi0X9+/fXrFmzFBsbq+Li4irb5uXladeuXfLw8LBrDw0N1cGDB6vdZ1JSkhYuXFgj8V/MURWDJUuWaNiwYQ77P/jgg1q3bp3MZvtv+hUVFWnevHmSVOPvTW0ggQ44kUAfT911XVvddV1bFZ8r06Z9p/TZ7uP6NCNbR04Xam3mCa3NPCH9d5c6BTfTwE6BuikqUD3aNpeLmVIvAACg8fjm0BkVlVoU0NRD1wQ1NTocAADQSBUWFmrYsGGaMmWKXfuBAwf0xBNPSLIlprdt21Zl2/j4eFmt1irtmzdvVllZmSRp/fr1Gjp0qDIzM+Xj4yNJ8vLyqtmDuMiCBQs0ePDgimU/P79q+544cUL/+9//FBoaatc+ZcoUFRYWSlKNvze1gUJ/gJPycHXRjde01JTfXqsvHx+gNY/cqCcSO6l3qL/MJml31lm9unavhs7ZoJjn1ijl3W1atf2ocotKjQ4dAADgql0o39KCe8IAAIAGpWXLlgoODlZwcLD8/f0lSYGBgRVtixcvVkREhNzd3dWxY0ctWrTIbnuTyaQ5c+YoMTFRXl5eCg8P13vvvXdF+/bz86vYT3BwcJXZ441RvZiBPnv2bL3wwgvKyspS9+7dNWvWLPXu3bva/suWLdPkyZN14MABdejQQc8//7xuueWWOowYaFxMJpM6BDVTh6BmeqB/hM4UlGjd9yeUmnFcazOP63RBqZZ/86OWf/OjXM0mtfP3lq+3m5p7u8vPy+3Cc283+Z1v8zvf5uvtpmYervxhCgAA6pXyBPr1lG8BAKDBslqtsp6fyVzXTF5e9TLXsWLFCk2cOFEvvfSSBg0apFWrVik5OVlt2rTRgAEDKvpNnjxZf//73zVz5kwtWrRIw4YN044dOxQVFXXJ1x8/frxGjRql8PBwPfDAA0pOTq6X70NNMjyB/u677yolJUVz585VbGysXnrpJSUkJCgzM1OBgYFV+q9fv16///3vNX36dP3mN7/R4sWLNWTIEG3dulVdunQx4AiAxsfP21239Wit23q01rkyi7YcPK3Pdh9X6u7j2nM8T/tO5v+s13Mxm+wT7V7nE+3ebrbnTSol3b3c5OPpJrNZMptMcjGbZDJJLiaTzCbb88b+yxkAANSes0Wl+vZIjiSpb2QLg6MBAAC/lLWwUJk9exmy745bt8jkXf/uHzdjxgyNHDlS48aNkySlpKRo48aNmjFjhl0C/c4779SoUaMkSdOmTdOaNWs0a9Ysvfrqq9W+9rPPPquBAwfK29tbn3zyicaNG6e8vDw99NBDtXtQBjM8gf7iiy9q9OjRSk5OliTNnTtXH3zwgebPn19R6+ZiM2fO1ODBg/XYY49JunCCX3nlFc2dO7dOYwecgauLWbHhLRQb3kKTbonS4VMFOnqmUKcLSpVTWKIzBaWVntv+P1NQqjOFJSoqtajMYtVP+SX6Kb9E0s9LvlfHbLIl180mU0Wi3faw3TzVxWSS6fyyi/lC4t3u+fnk/MUP1/PrXV3O/282ycVslotZcjWb7fubTHJxuWibyq9z/n9TedJf5f/LblmyXRC40K6LtrE1Vt7m4uXz/+zeC8n+PSm/6FDdsrliHxfeQ7vlSsdQWcVxyFS17aL+5evt26r2k8rjdHDsl2q3e3/Ov0b5e+SovXIslY7jwvKFizYXx1tXF3Iq13VzVOaNC0sAcOXS959SmcWq9i28uXE6AABoVDIyMnT//ffbtfXr108zZ860a4uLi6uyXF5rPDExUV9++aUkqX379tq1a5ck26z1ctHR0crPz9cLL7xAAr02lZSUaMuWLZo0aVJFm9ls1qBBg7RhwwaH22zYsEEpKSl2bQkJCXr//fdrM1QA57X191Zb/yv/Q7OotKwimW5LrF9Iup8pLFHORUn3nELb89MFpSo5Z7nk61qsksVqlWSVyq7yoIAaUnHRQ1WT2VWS4JW2rel7n9hdjNGFCwwyVboIUOmig+2ijf2FnPNNFRdSdH4bs6PtK13MMDt4zYu300WvazJdeB+sVtt7VP6+VbTLareu4m1z0Gbrd75/tRcdbLFcfMHmUrGW9zGb7Y9dFX3t3/PadvFFq0orrqTJ8QWx6l7zPKsuf0GnSpO18mL1P/AV+6/0s1q+rvLFOUcX9irOpap+LlNuvkZdWvtWu384h7Q9P0mS+kZQvgUAgIbM5OWljlu3GLbvxur111+vuMmnm5tbtf1iY2M1bdo0FRcXy8PDo67Cq3OGJtBPnjypsrIyBQUF2bUHBQVp9+7dDrfJyspy2D8rK8th/+LiYhUXF1cs5+bmXmXUAH4OTzcXBfu6KNj3591UorTMNnPdej5RXma1ymq58NxitcpyfrnKc6u1IsFu9xoWW7v1/POy89uVWa0qs1h0rsy27TnL+fUW++dlldotVqvOldm2LSvfrsx6/vXO9znf35bYO580qpToq5IMvCjpJ1VKAqo8WVU1iVh+nNX+L1W8N9aL2suXL7mNpWpislx5q31b1X66ZD+rXZv1ohgdHuNF71PF8VTZX90rj7diwUAVsdjFYfAbBNQDI/uGGh0C6oHy+uf9KN8CAECDZjKZ6mUZFSNFRUUpLS1NSUlJFW1paWnq3LmzXb+NGzdqxIgRdsvR0dGSpNatW1/RvrZt26bmzZs36uS5VA9KuNS26dOna+rUqUaHAeBncnMxy83F6CjQEDlKvJdfFLCtL//2QtUEvl3i/6IZzxVt1WxjrdT34v+qzOWtPFPWwWzfKrNpq6yvOru98qzrCxdqqs7atjseB+svvlBzoY/9RZqLZ3ZX3t5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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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